import os
import shutil
import tempfile

import cv2 as cv
import imageio
import matplotlib.pyplot as plt
import numpy as np
import optuna
import pandas as pd
import time
from joblib import Parallel, delayed
from PIL import Image  # noqa
from sklearn.decomposition import PCA
from tqdm.auto import tqdm
from scipy.interpolate import splev, splrep
from scipy.signal import savgol_filter, medfilt
from scipy import ndimage
from itertools import product

import seedir as sd
from ball_detection.dataset import YoloDataset
from ball_detection.utils import cv2pil, pil2cv
from einops import rearrange
from IPython.display import Video

Methods

def make_homo(imgs, ref_img, s=0.3, n_jobs=1,FLANN_INDEX_KDTREE=1,MIN_MATCH_COUNT = 10,
              trees=5,k=2,n_ratio=0.7,checks = 50,ransacReprojThreshold = 5.0, nskip=0, w1=1, w2=1):
    """
    TODO: Resizeできるようにする。
    img1 = imgs[0]
    """
    def _make_homo(img1, img2):
        
        ### TODO: はいパラを調整できるようにしたほうがいい　≒　引数で渡せるようにする
        sift = cv.SIFT_create()
        index_params = dict(algorithm = FLANN_INDEX_KDTREE, trees = trees)
        search_params = dict(checks = checks)
        flann = cv.FlannBasedMatcher(index_params, search_params)
        ###
        img1 = cv.resize(img1, (0,0), fx=s, fy=s)
        img2 = cv.resize(img2, (0,0), fx=s, fy=s)

        kp1, des1 = sift.detectAndCompute(img1,None)
        kp2, des2 = sift.detectAndCompute(img2,None) 
        
        matches = flann.knnMatch(des1,des2,k=k)
        good = []
        for m,n in matches:
            if m.distance < n_ratio*n.distance:
                good.append(m)
                
        assert len(good)>MIN_MATCH_COUNT
        
        src_pts = np.float32([ kp1[m.queryIdx].pt for m in good ]).reshape(-1,1,2)
        dst_pts = np.float32([ kp2[m.trainIdx].pt for m in good ]).reshape(-1,1,2)
        H, mask = cv.findHomography(src_pts, dst_pts, cv.RANSAC, ransacReprojThreshold)
        
        S = [[1,1,s ],[ 1,1, s],[ 1/s, 1/s, 1]]
        return H / S
    
    H = Parallel(n_jobs=n_jobs, prefer='threads')(delayed(_make_homo)(ref_img, img2) for img2 in imgs[::nskip+1])
    H = np.asarray(H)
        
    #Smoothing stuf
    new_H = np.zeros((len(imgs), 3, 3))
    for i, j in product(range(3), range(3)):    
        x = range(len(imgs))[::nskip+1]
        y = H[:, i, j]
        assert len(x) == len(y), (len(x), len(y))
        
        if w1 > 1:
            y = medfilt(y, w1)
        if w2 > 1:
            y = savgol_filter(y, w2, 1)

        spl = splrep(x, y)
        x2 = np.linspace(0, len(imgs), len(imgs), endpoint=False)
        y2 = splev(x2, spl)
        new_H[:, i, j] = y2

    return new_H

#PCAで画像を選択してStitch
def make_pano(H, imgs):
    X = H.copy()
    X = rearrange(X, 'N w h -> N (w h)')

    pca = PCA(n_components=1)
    X = pca.fit_transform(X)

    idxs = X.flatten().argsort() # list of indexes sorted by 1st PC
    selected_idxs = np.hstack([idxs[0:-1:400], idxs[-1]])
    
    stitcher = cv.Stitcher_create()
    stitched = stitcher.stitch([imgs[i] for i in selected_idxs])[1]
    
    return cv2pil(stitched)

#ランダムで画像を選択してStitch
def make_pano2(imgs, n):
    selected_idxs = np.random.choice(range(len(imgs)), n)
    
    stitcher = cv.Stitcher_create()
    stitched = stitcher.stitch([imgs[i] for i in selected_idxs])[1]
    
    return cv2pil(stitched)

def make_video(images: list, fps: int, outpath: str = 'video.mp4'):
    """The main def for creating a temporary video out of the 
    PIL Image list passed, according to the FPS passed
    Parameters
    ----------
    image_list : list
        A list of PIL Images in sequential order you want the video to be generated
    fps : int
        The FPS of the video
    """
    with tempfile.TemporaryDirectory() as dirpath:  # Example: '/tmp/tmpacxadh7t'
        n_imgs = len(kick_dataset)
        filenames = [os.path.join(dirpath, f"{i:06d}.png") for i in range(n_imgs)]
        
        par_func = lambda i, f: i.save(f)
        Parallel(n_jobs=-1)(delayed(par_func)(img, fname) for img, fname in tqdm(zip(images, filenames), total=n_imgs))
            
#         file = os.path.join(dirpath, '%6d.png')
#         os.system(f'ffmpeg -i f"{file}" -c:v libx264 -vf "fps={fps}" {outpath}')
        writer = imageio.get_writer(outpath, fps=fps)
                     
        for fname in tqdm(filenames, total=n_imgs):
            writer.append_data(imageio.imread(fname))
        writer.close()

    print(f"Find your images and video at {outpath}")

def calc_error(kick_dataset,Hp):
    annot_df = pd.concat([annot for im, annot in kick_dataset])
    W, H = kick_dataset[0][0].size

    _KP1 = annot_df[annot_df.label==1].drop(['label', 'width', 'height'], axis=1).values * np.asarray([W, H])
    _KP2 = annot_df[annot_df.label==2].drop(['label', 'width', 'height'], axis=1).values * np.asarray([W, H])
    _KP3 = annot_df[annot_df.label==3].drop(['label', 'width', 'height'], axis=1).values * np.asarray([W, H])

    KP1 = np.hstack((_KP1, np.ones((len(Hp), 1)))) 
    KP2 = np.hstack((_KP2, np.ones((len(Hp), 1))))
    KP3 = np.hstack((_KP3, np.ones((len(Hp), 1))))

    KP1 = rearrange(KP1, 'N dim -> N dim 1')
    KP2 = rearrange(KP2, 'N dim -> N dim 1')
    KP3 = rearrange(KP3, 'N dim -> N dim 1')

    FP1 = (Hp @ KP1 / (Hp @ KP1)[:, 2:, :])[:, :2].squeeze()
    FP2 = (Hp @ KP2 / (Hp @ KP2)[:, 2:, :])[:, :2].squeeze()
    FP3 = (Hp @ KP3 / (Hp @ KP3)[:, 2:, :])[:, :2].squeeze()

    FP = np.mean([FP1,FP2,FP3],axis=0)
    l1 = np.linalg.norm(np.diff(_KP1, axis=0), axis=1)
    l2 = np.linalg.norm(np.diff(FP,axis=0), axis=1)
    
    return l1.mean(),l2.mean()

Hyperparameter Tuning

kick_dir = '/data/datasets/sample_kick'
kick_dataset = YoloDataset(kick_dir)

imgs = [pil2cv(im) for im, annot in tqdm(kick_dataset)]

backSub1 = cv.createBackgroundSubtractorKNN(dist2Threshold=2000, detectShadows=False)
backSub2 = cv.createBackgroundSubtractorKNN(dist2Threshold=2000, detectShadows=False)

masks1 = [None for _ in range(len(imgs))]
masks2 = [None for _ in range(len(imgs))]
for i, (im1, im2) in enumerate(tqdm(zip(imgs, imgs[::-1]))):
    f1 = backSub1.apply(im1)
    f2 = backSub2.apply(im2)
    
    masks1[i] = f1
    masks2[-i-1] = f2

def binary_filter(img):
    _, img = cv.threshold(img,200,255,cv.THRESH_BINARY)
    img = ndimage.gaussian_filter(img, 4)
    
    _, img = cv.threshold(img,200,255,cv.THRESH_BINARY)
    img = ndimage.gaussian_filter(img, 20)
    
    _, img = cv.threshold(img,1,255,cv.THRESH_BINARY)    
    return img

b_masks = []
for m1, m2 in zip(tqdm(masks1), masks2):
    r=binary_filter(np.mean([m1, m2], axis=0))
    b_masks.append(r)

p_list = []
for im, mask in zip(imgs[::50], b_masks[::50]):
    mask = cv.bitwise_not(mask.astype(np.uint8))    
    res = cv.bitwise_and(im, im, mask=mask)
    p_list.append(res)

print(len(p_list))
pano = make_pano2(p_list[::-1], len(p_list))

24

pano

pano = imgs[0].copy()
cv2pil(pano)

# img_pano = make_pano(imgs, 15)
# img_pano

CPU times: user 19.3 s, sys: 3.28 s, total: 22.6 s
Wall time: 22.5 s

def make_panovideo(Hp, background, imgs, outpath):
    transformed = []
    for H, img in zip(Hp, imgs):
        h, w = pil2cv(background).shape[:2]
        im = cv.warpPerspective(img, H, (w, h))
        transformed.append(cv2pil(im))
        
    make_video(transformed, fps=30, outpath=outpath)
    
def objective(trial):
    s = 0.2 # trial.suggest_uniform("s",low=0.1, high=.4)
    
    checks = trial.suggest_int("checks",low=0, high=100,step=10)
    trees =  trial.suggest_int("trees",low=1, high=16,step=1)
    n_ratio = trial.suggest_uniform("n_ratio",low=0.3, high=1.0)
    
    nskip = trial.suggest_int("nskip",low=0, high=10,step=1)
    w1  = trial.suggest_int("w1",low=0, high=30,step=1) * 2 + 1
    w2 = trial.suggest_int("w2",low=0, high=30,step=1) * 2 + 1
    
    k = 2 # trial.suggest_int("k",low=0, high=100,step=1)
    FLANN_INDEX_KDTREE = 1 #trial.suggest_categorical("FLANN_INDEX_KDTREE",[0,1])
    MIN_MATCH_COUNT = 10 # trial.suggest_int("MIN_MATCH_COUNT",low=0, high=100,step=20)
    ransacReprojThreshold = 3 # trial.suggest_int("ransacReprojThreshold",low=1, high=10,step=1)
    

    try:
        start_time = time.time()
        background = pil2cv(pano)[:730, :1360]

        Hp = make_homo(
            imgs, 
            ref_img=background, 
            n_jobs=-1,
            s=s, 
            FLANN_INDEX_KDTREE=FLANN_INDEX_KDTREE,
            MIN_MATCH_COUNT=MIN_MATCH_COUNT,
            trees=trees,
            k=k,
            n_ratio=n_ratio,
            checks=checks,
            ransacReprojThreshold = ransacReprojThreshold,
            w1=w1,
            w2=w2,
            nskip=nskip,
        )

        error = calc_error(kick_dataset,Hp)[1]
        total_time = time.time() - start_time
        
        if not trial.number % 100:
            make_panovideo(Hp, background, imgs, outpath=f'/data/outputs/video_optimization/result_{trial.number}_{error}_{total_time}.mp4')
        return error, total_time
    
    except AssertionError:
        return np.inf, np.inf
    
study = optuna.create_study(directions=["minimize", "minimize"])
study.optimize(objective, n_trials=10000)

[I 2021-06-19 13:11:18,930] A new study created in memory with name: no-name-9f1bfad6-ba92-49a0-a1ac-7e23ea261a1b
[I 2021-06-19 13:11:20,333] Trial 0 finished with values: [inf, inf] and parameters: {'checks': 50, 'trees': 4, 'n_ratio': 0.5493744951139398, 'nskip': 1, 'w1': 3, 'w2': 7}. 
[I 2021-06-19 13:11:23,424] Trial 1 finished with values: [0.3024636316575077, 3.0627920627593994] and parameters: {'checks': 60, 'trees': 13, 'n_ratio': 0.6415492259649922, 'nskip': 6, 'w1': 8, 'w2': 10}. 
[I 2021-06-19 13:11:26,692] Trial 2 finished with values: [0.2894340371876532, 3.265610933303833] and parameters: {'checks': 10, 'trees': 1, 'n_ratio': 0.769694128249329, 'nskip': 8, 'w1': 7, 'w2': 11}. 
[I 2021-06-19 13:11:29,700] Trial 3 finished with values: [0.25841892933264554, 3.0061447620391846] and parameters: {'checks': 60, 'trees': 7, 'n_ratio': 0.7268184875848873, 'nskip': 6, 'w1': 13, 'w2': 26}. 
[I 2021-06-19 13:11:34,529] Trial 4 finished with values: [0.29443720007840085, 4.827260494232178] and parameters: {'checks': 70, 'trees': 1, 'n_ratio': 0.9838506528651412, 'nskip': 3, 'w1': 17, 'w2': 22}. 
[I 2021-06-19 13:11:34,674] Trial 5 finished with values: [inf, inf] and parameters: {'checks': 60, 'trees': 13, 'n_ratio': 0.30216838202445373, 'nskip': 2, 'w1': 14, 'w2': 18}. 
[I 2021-06-19 13:11:35,088] Trial 6 finished with values: [inf, inf] and parameters: {'checks': 10, 'trees': 4, 'n_ratio': 0.5096498516816205, 'nskip': 8, 'w1': 0, 'w2': 15}. 
[I 2021-06-19 13:11:35,413] Trial 7 finished with values: [inf, inf] and parameters: {'checks': 60, 'trees': 11, 'n_ratio': 0.45298974352870824, 'nskip': 3, 'w1': 23, 'w2': 19}. 
[I 2021-06-19 13:11:35,585] Trial 8 finished with values: [inf, inf] and parameters: {'checks': 90, 'trees': 7, 'n_ratio': 0.30073576649850203, 'nskip': 5, 'w1': 0, 'w2': 27}. 
[I 2021-06-19 13:11:40,608] Trial 9 finished with values: [0.34968740788366537, 5.017987012863159] and parameters: {'checks': 0, 'trees': 11, 'n_ratio': 0.9239884580521727, 'nskip': 3, 'w1': 5, 'w2': 18}. 
[I 2021-06-19 13:11:43,395] Trial 10 finished with values: [0.29989982301679646, 2.784724712371826] and parameters: {'checks': 50, 'trees': 15, 'n_ratio': 0.6314256997385901, 'nskip': 8, 'w1': 7, 'w2': 8}. 
[I 2021-06-19 13:11:43,558] Trial 11 finished with values: [inf, inf] and parameters: {'checks': 40, 'trees': 12, 'n_ratio': 0.3220886184243018, 'nskip': 6, 'w1': 25, 'w2': 15}. 
[I 2021-06-19 13:11:49,877] Trial 12 finished with values: [0.47515429512383345, 6.316235303878784] and parameters: {'checks': 80, 'trees': 13, 'n_ratio': 0.6797729306030184, 'nskip': 1, 'w1': 2, 'w2': 4}. 
[I 2021-06-19 13:11:50,075] Trial 13 finished with values: [inf, inf] and parameters: {'checks': 50, 'trees': 15, 'n_ratio': 0.43592714569199886, 'nskip': 6, 'w1': 27, 'w2': 14}. 
[I 2021-06-19 13:11:52,778] Trial 14 finished with values: [0.2469610912944754, 2.6892404556274414] and parameters: {'checks': 50, 'trees': 13, 'n_ratio': 0.6980097073710616, 'nskip': 10, 'w1': 10, 'w2': 20}. 
[I 2021-06-19 13:11:53,241] Trial 15 finished with values: [inf, inf] and parameters: {'checks': 20, 'trees': 5, 'n_ratio': 0.5614641217818397, 'nskip': 10, 'w1': 12, 'w2': 1}. 
[I 2021-06-19 13:11:53,426] Trial 16 finished with values: [inf, inf] and parameters: {'checks': 70, 'trees': 14, 'n_ratio': 0.4448714133568681, 'nskip': 7, 'w1': 1, 'w2': 12}. 
[I 2021-06-19 13:11:53,697] Trial 17 finished with values: [inf, inf] and parameters: {'checks': 70, 'trees': 14, 'n_ratio': 0.3183273398930389, 'nskip': 2, 'w1': 18, 'w2': 12}. 
[I 2021-06-19 13:11:58,462] Trial 18 finished with values: [0.30319581334053136, 4.757749319076538] and parameters: {'checks': 70, 'trees': 13, 'n_ratio': 0.6405032445183151, 'nskip': 2, 'w1': 4, 'w2': 19}. 
[I 2021-06-19 13:11:58,666] Trial 19 finished with values: [inf, inf] and parameters: {'checks': 0, 'trees': 15, 'n_ratio': 0.3028275241018385, 'nskip': 5, 'w1': 29, 'w2': 7}. 
[I 2021-06-19 13:12:03,208] Trial 20 finished with values: [0.2898727774977578, 4.5209643840789795] and parameters: {'checks': 70, 'trees': 2, 'n_ratio': 0.9099310348833065, 'nskip': 2, 'w1': 4, 'w2': 30}. 
[I 2021-06-19 13:12:06,019] Trial 21 finished with values: [0.29548670271470506, 2.809478282928467] and parameters: {'checks': 90, 'trees': 7, 'n_ratio': 0.9119464428743755, 'nskip': 10, 'w1': 17, 'w2': 3}. 
[I 2021-06-19 13:12:09,703] Trial 22 finished with values: [0.2990422189479769, 3.6817195415496826] and parameters: {'checks': 10, 'trees': 6, 'n_ratio': 0.5778081697813601, 'nskip': 3, 'w1': 14, 'w2': 24}. 
[I 2021-06-19 13:12:12,707] Trial 23 finished with values: [0.3728867995204092, 3.001544713973999] and parameters: {'checks': 100, 'trees': 13, 'n_ratio': 0.9277306861996577, 'nskip': 9, 'w1': 16, 'w2': 0}. 
[I 2021-06-19 13:12:18,673] Trial 24 finished with values: [0.3144676295410807, 5.963443994522095] and parameters: {'checks': 80, 'trees': 7, 'n_ratio': 0.8515875236590889, 'nskip': 1, 'w1': 5, 'w2': 13}. 
[I 2021-06-19 13:12:19,596] Trial 25 finished with values: [inf, inf] and parameters: {'checks': 100, 'trees': 8, 'n_ratio': 0.47809028914401946, 'nskip': 0, 'w1': 11, 'w2': 7}. 
[I 2021-06-19 13:12:22,467] Trial 26 finished with values: [0.23374309203486052, 2.8674607276916504] and parameters: {'checks': 60, 'trees': 7, 'n_ratio': 0.6707151259602254, 'nskip': 9, 'w1': 22, 'w2': 25}. 
[I 2021-06-19 13:12:27,236] Trial 27 finished with values: [0.300170885559059, 4.766603469848633] and parameters: {'checks': 10, 'trees': 12, 'n_ratio': 0.9167228891613541, 'nskip': 2, 'w1': 26, 'w2': 22}. 
[I 2021-06-19 13:12:27,797] Trial 28 finished with values: [inf, inf] and parameters: {'checks': 100, 'trees': 3, 'n_ratio': 0.5483518986133651, 'nskip': 7, 'w1': 15, 'w2': 0}. 
[I 2021-06-19 13:12:28,065] Trial 29 finished with values: [inf, inf] and parameters: {'checks': 0, 'trees': 14, 'n_ratio': 0.36679282417652836, 'nskip': 9, 'w1': 8, 'w2': 16}. 
[I 2021-06-19 13:12:31,044] Trial 30 finished with values: [0.2964132847902414, 2.9596211910247803] and parameters: {'checks': 90, 'trees': 1, 'n_ratio': 0.8051303686744828, 'nskip': 7, 'w1': 8, 'w2': 14}. 
[I 2021-06-19 13:12:31,636] Trial 31 finished with values: [inf, inf] and parameters: {'checks': 30, 'trees': 14, 'n_ratio': 0.5330900348447672, 'nskip': 4, 'w1': 30, 'w2': 28}. 
[I 2021-06-19 13:12:37,029] Trial 32 finished with values: [0.3050370078923994, 5.3793864250183105] and parameters: {'checks': 90, 'trees': 7, 'n_ratio': 0.9614568366614937, 'nskip': 2, 'w1': 8, 'w2': 15}. 
[I 2021-06-19 13:12:37,148] Trial 33 finished with values: [inf, inf] and parameters: {'checks': 70, 'trees': 14, 'n_ratio': 0.33220317062048343, 'nskip': 4, 'w1': 2, 'w2': 14}. 
[I 2021-06-19 13:12:39,351] Trial 34 finished with values: [inf, inf] and parameters: {'checks': 0, 'trees': 5, 'n_ratio': 0.5286355794619854, 'nskip': 1, 'w1': 23, 'w2': 20}. 
[I 2021-06-19 13:12:42,149] Trial 35 finished with values: [0.27896164844696336, 2.794478178024292] and parameters: {'checks': 10, 'trees': 12, 'n_ratio': 0.8181318708590011, 'nskip': 8, 'w1': 10, 'w2': 14}. 
[I 2021-06-19 13:12:42,350] Trial 36 finished with values: [inf, inf] and parameters: {'checks': 70, 'trees': 5, 'n_ratio': 0.31085437581913067, 'nskip': 5, 'w1': 28, 'w2': 14}. 
[I 2021-06-19 13:12:46,109] Trial 37 finished with values: [0.3320664058254857, 3.756434202194214] and parameters: {'checks': 0, 'trees': 9, 'n_ratio': 0.9550011937710494, 'nskip': 6, 'w1': 14, 'w2': 30}. 
[I 2021-06-19 13:12:56,630] Trial 38 finished with values: [0.3288151484669822, 10.518872261047363] and parameters: {'checks': 100, 'trees': 11, 'n_ratio': 0.6670947403626581, 'nskip': 0, 'w1': 8, 'w2': 27}. 
[I 2021-06-19 13:13:06,824] Trial 39 finished with values: [0.3540547234967569, 10.191174030303955] and parameters: {'checks': 30, 'trees': 16, 'n_ratio': 0.8717846979722721, 'nskip': 0, 'w1': 10, 'w2': 7}. 
[I 2021-06-19 13:13:09,653] Trial 40 finished with values: [0.25256494528097967, 2.8273627758026123] and parameters: {'checks': 10, 'trees': 4, 'n_ratio': 0.7044121314824888, 'nskip': 8, 'w1': 8, 'w2': 23}. 
[I 2021-06-19 13:13:12,601] Trial 41 finished with values: [0.28027157379545514, 2.9455673694610596] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.9867075203420317, 'nskip': 10, 'w1': 5, 'w2': 12}. 
[I 2021-06-19 13:13:12,840] Trial 42 finished with values: [inf, inf] and parameters: {'checks': 50, 'trees': 8, 'n_ratio': 0.48300116522730935, 'nskip': 10, 'w1': 8, 'w2': 19}. 
[I 2021-06-19 13:13:26,831] Trial 43 finished with values: [0.31376039991416765, 13.988385915756226] and parameters: {'checks': 100, 'trees': 2, 'n_ratio': 0.9981858756497994, 'nskip': 0, 'w1': 17, 'w2': 25}. 
[I 2021-06-19 13:13:27,020] Trial 44 finished with values: [inf, inf] and parameters: {'checks': 90, 'trees': 11, 'n_ratio': 0.4201630175677172, 'nskip': 6, 'w1': 28, 'w2': 25}. 
[I 2021-06-19 13:13:30,142] Trial 45 finished with values: [0.24583518907019702, 3.1180145740509033] and parameters: {'checks': 90, 'trees': 8, 'n_ratio': 0.6933678716519128, 'nskip': 7, 'w1': 23, 'w2': 28}. 
[I 2021-06-19 13:13:33,652] Trial 46 finished with values: [0.27532267150944406, 3.5083892345428467] and parameters: {'checks': 50, 'trees': 12, 'n_ratio': 0.7735969047093239, 'nskip': 4, 'w1': 4, 'w2': 27}. 
[I 2021-06-19 13:13:36,440] Trial 47 finished with values: [0.31761698130093097, 2.7857136726379395] and parameters: {'checks': 70, 'trees': 12, 'n_ratio': 0.7815688639630782, 'nskip': 10, 'w1': 9, 'w2': 2}. 
[I 2021-06-19 13:13:42,086] Trial 48 finished with values: [0.304572386445379, 5.643828868865967] and parameters: {'checks': 40, 'trees': 6, 'n_ratio': 0.8344129800998359, 'nskip': 1, 'w1': 13, 'w2': 29}. 
[I 2021-06-19 13:13:45,132] Trial 49 finished with values: [0.36408240424735583, 3.0432724952697754] and parameters: {'checks': 20, 'trees': 8, 'n_ratio': 0.9030810224375221, 'nskip': 7, 'w1': 4, 'w2': 1}. 
[I 2021-06-19 13:13:55,492] Trial 50 finished with values: [0.35442558336717145, 10.34764838218689] and parameters: {'checks': 30, 'trees': 16, 'n_ratio': 0.9010531154923536, 'nskip': 0, 'w1': 10, 'w2': 7}. 
[I 2021-06-19 13:13:55,743] Trial 51 finished with values: [inf, inf] and parameters: {'checks': 0, 'trees': 7, 'n_ratio': 0.36679282417652836, 'nskip': 4, 'w1': 8, 'w2': 16}. 
[I 2021-06-19 13:13:55,975] Trial 52 finished with values: [inf, inf] and parameters: {'checks': 70, 'trees': 12, 'n_ratio': 0.31085437581913067, 'nskip': 4, 'w1': 28, 'w2': 27}. 
[I 2021-06-19 13:14:03,860] Trial 53 finished with values: [0.4132663526714613, 7.873193025588989] and parameters: {'checks': 0, 'trees': 12, 'n_ratio': 0.9550011937710494, 'nskip': 1, 'w1': 26, 'w2': 30}. 
[I 2021-06-19 13:14:07,721] Trial 54 finished with values: [0.31674809450049723, 3.859050989151001] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.9867075203420317, 'nskip': 5, 'w1': 7, 'w2': 5}. 
[I 2021-06-19 13:14:10,558] Trial 55 finished with values: [0.2426315838110884, 2.834118366241455] and parameters: {'checks': 40, 'trees': 7, 'n_ratio': 0.8344129800998359, 'nskip': 8, 'w1': 0, 'w2': 29}. 
[I 2021-06-19 13:14:13,503] Trial 56 finished with values: [0.28071375047581637, 2.9431076049804688] and parameters: {'checks': 90, 'trees': 1, 'n_ratio': 0.8344129800998359, 'nskip': 7, 'w1': 8, 'w2': 14}. 
[I 2021-06-19 13:14:13,753] Trial 57 finished with values: [inf, inf] and parameters: {'checks': 60, 'trees': 16, 'n_ratio': 0.4470157427167166, 'nskip': 10, 'w1': 17, 'w2': 10}. 
[I 2021-06-19 13:14:18,104] Trial 58 finished with values: [0.29751282605083224, 4.347822427749634] and parameters: {'checks': 100, 'trees': 15, 'n_ratio': 0.9981858756497994, 'nskip': 5, 'w1': 29, 'w2': 7}. 
[I 2021-06-19 13:14:20,931] Trial 59 finished with values: [0.30358426692324875, 2.825622797012329] and parameters: {'checks': 50, 'trees': 12, 'n_ratio': 0.6561996717831641, 'nskip': 8, 'w1': 10, 'w2': 8}. 
[I 2021-06-19 13:14:21,583] Trial 60 finished with values: [inf, inf] and parameters: {'checks': 70, 'trees': 6, 'n_ratio': 0.5778081697813601, 'nskip': 6, 'w1': 1, 'w2': 15}. 
[I 2021-06-19 13:14:24,433] Trial 61 finished with values: [0.29254188787362406, 2.8469347953796387] and parameters: {'checks': 30, 'trees': 13, 'n_ratio': 0.9119464428743755, 'nskip': 10, 'w1': 17, 'w2': 3}. 
[I 2021-06-19 13:14:24,873] Trial 62 finished with values: [inf, inf] and parameters: {'checks': 50, 'trees': 8, 'n_ratio': 0.48300116522730935, 'nskip': 2, 'w1': 4, 'w2': 27}. 
[I 2021-06-19 13:14:27,874] Trial 63 finished with values: [0.24617505918383123, 2.976670503616333] and parameters: {'checks': 90, 'trees': 8, 'n_ratio': 0.6933678716519128, 'nskip': 7, 'w1': 23, 'w2': 28}. 
[I 2021-06-19 13:14:30,580] Trial 64 finished with values: [0.30914798935684, 2.703752279281616] and parameters: {'checks': 70, 'trees': 12, 'n_ratio': 0.7815688639630782, 'nskip': 10, 'w1': 9, 'w2': 2}. 
[I 2021-06-19 13:14:30,753] Trial 65 finished with values: [inf, inf] and parameters: {'checks': 90, 'trees': 7, 'n_ratio': 0.36686498022782466, 'nskip': 10, 'w1': 17, 'w2': 18}. 
[I 2021-06-19 13:14:45,243] Trial 66 finished with values: [0.3110462993434619, 14.486916780471802] and parameters: {'checks': 100, 'trees': 5, 'n_ratio': 0.9981858756497994, 'nskip': 0, 'w1': 22, 'w2': 25}. 
[I 2021-06-19 13:14:48,293] Trial 67 finished with values: [0.2839074690805469, 3.0476508140563965] and parameters: {'checks': 10, 'trees': 12, 'n_ratio': 0.9550011937710494, 'nskip': 8, 'w1': 14, 'w2': 14}. 
[I 2021-06-19 13:14:51,226] Trial 68 finished with values: [0.30050560684389105, 2.9306631088256836] and parameters: {'checks': 60, 'trees': 13, 'n_ratio': 0.6415492259649922, 'nskip': 8, 'w1': 8, 'w2': 10}. 
[I 2021-06-19 13:14:57,093] Trial 69 finished with values: [0.3257528018596032, 5.8646063804626465] and parameters: {'checks': 90, 'trees': 5, 'n_ratio': 0.6933678716519128, 'nskip': 1, 'w1': 28, 'w2': 13}. 
[I 2021-06-19 13:14:59,958] Trial 70 finished with values: [0.2606607082342775, 2.8627164363861084] and parameters: {'checks': 10, 'trees': 12, 'n_ratio': 0.7492482924832433, 'nskip': 8, 'w1': 10, 'w2': 20}. 
[I 2021-06-19 13:15:01,348] Trial 71 finished with values: [inf, inf] and parameters: {'checks': 50, 'trees': 4, 'n_ratio': 0.5493744951139398, 'nskip': 1, 'w1': 3, 'w2': 7}. 
[I 2021-06-19 13:15:01,518] Trial 72 finished with values: [inf, inf] and parameters: {'checks': 60, 'trees': 5, 'n_ratio': 0.31085437581913067, 'nskip': 5, 'w1': 8, 'w2': 18}. 
[I 2021-06-19 13:15:02,914] Trial 73 finished with values: [inf, inf] and parameters: {'checks': 10, 'trees': 13, 'n_ratio': 0.5778081697813601, 'nskip': 2, 'w1': 14, 'w2': 24}. 
[I 2021-06-19 13:15:06,079] Trial 74 finished with values: [0.29218728940797817, 3.161818027496338] and parameters: {'checks': 10, 'trees': 5, 'n_ratio': 0.8181318708590011, 'nskip': 5, 'w1': 10, 'w2': 14}. 
[I 2021-06-19 13:15:08,700] Trial 75 finished with values: [0.284053348236613, 2.619441509246826] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.6314256997385901, 'nskip': 10, 'w1': 7, 'w2': 12}. 
[I 2021-06-19 13:15:11,351] Trial 76 finished with values: [0.2532538895474785, 2.649125576019287] and parameters: {'checks': 10, 'trees': 4, 'n_ratio': 0.6415492259649922, 'nskip': 8, 'w1': 8, 'w2': 23}. 
[I 2021-06-19 13:15:16,238] Trial 77 finished with values: [1.351858344814057, 4.884838819503784] and parameters: {'checks': 0, 'trees': 1, 'n_ratio': 0.9838506528651412, 'nskip': 3, 'w1': 17, 'w2': 18}. 
[I 2021-06-19 13:15:16,449] Trial 78 finished with values: [inf, inf] and parameters: {'checks': 70, 'trees': 12, 'n_ratio': 0.3538945081113079, 'nskip': 5, 'w1': 9, 'w2': 2}. 
[I 2021-06-19 13:15:20,510] Trial 79 finished with values: [0.30409680613438406, 4.056706190109253] and parameters: {'checks': 0, 'trees': 11, 'n_ratio': 0.9239884580521727, 'nskip': 5, 'w1': 5, 'w2': 18}. 
[I 2021-06-19 13:15:23,495] Trial 80 finished with values: [0.24561713845966246, 2.9830918312072754] and parameters: {'checks': 70, 'trees': 8, 'n_ratio': 0.9030810224375221, 'nskip': 7, 'w1': 3, 'w2': 30}. 
[I 2021-06-19 13:15:26,357] Trial 81 finished with values: [0.3194802938847827, 2.8610682487487793] and parameters: {'checks': 80, 'trees': 1, 'n_ratio': 0.769694128249329, 'nskip': 8, 'w1': 7, 'w2': 4}. 
[I 2021-06-19 13:15:26,889] Trial 82 finished with values: [inf, inf] and parameters: {'checks': 90, 'trees': 3, 'n_ratio': 0.5532402545485398, 'nskip': 6, 'w1': 15, 'w2': 25}. 
[I 2021-06-19 13:15:41,727] Trial 83 finished with values: [0.3137439256808561, 14.833437204360962] and parameters: {'checks': 100, 'trees': 9, 'n_ratio': 0.9981858756497994, 'nskip': 0, 'w1': 17, 'w2': 25}. 
[I 2021-06-19 13:15:44,443] Trial 84 finished with values: [0.2341778727051543, 2.714409112930298] and parameters: {'checks': 60, 'trees': 9, 'n_ratio': 0.6707151259602254, 'nskip': 9, 'w1': 22, 'w2': 25}. 
[I 2021-06-19 13:15:47,934] Trial 85 finished with values: [1.057999070642362, 3.488795518875122] and parameters: {'checks': 0, 'trees': 1, 'n_ratio': 0.9867075203420317, 'nskip': 7, 'w1': 24, 'w2': 14}. 
[I 2021-06-19 13:15:48,080] Trial 86 finished with values: [inf, inf] and parameters: {'checks': 90, 'trees': 3, 'n_ratio': 0.30073576649850203, 'nskip': 5, 'w1': 0, 'w2': 16}. 
[I 2021-06-19 13:15:51,305] Trial 87 finished with values: [0.3309762982249078, 3.2220299243927] and parameters: {'checks': 20, 'trees': 8, 'n_ratio': 0.9614568366614937, 'nskip': 7, 'w1': 8, 'w2': 1}. 
[I 2021-06-19 13:15:55,511] Trial 88 finished with values: [0.28154256635234054, 4.203071355819702] and parameters: {'checks': 100, 'trees': 8, 'n_ratio': 0.7735969047093239, 'nskip': 3, 'w1': 11, 'w2': 27}. 
[I 2021-06-19 13:16:01,208] Trial 89 finished with values: [0.3543844092962235, 5.695282220840454] and parameters: {'checks': 80, 'trees': 4, 'n_ratio': 0.7471725396085764, 'nskip': 1, 'w1': 3, 'w2': 7}. 
[I 2021-06-19 13:16:07,357] Trial 90 finished with values: [0.41945600189917454, 6.146234512329102] and parameters: {'checks': 60, 'trees': 13, 'n_ratio': 0.7815688639630782, 'nskip': 1, 'w1': 8, 'w2': 2}. 
[I 2021-06-19 13:16:11,105] Trial 91 finished with values: [0.30109308856874706, 3.74527645111084] and parameters: {'checks': 60, 'trees': 13, 'n_ratio': 0.9867075203420317, 'nskip': 6, 'w1': 5, 'w2': 8}. 
[I 2021-06-19 13:16:14,265] Trial 92 finished with values: [0.2878069139310132, 3.158322811126709] and parameters: {'checks': 100, 'trees': 11, 'n_ratio': 0.6670947403626581, 'nskip': 6, 'w1': 8, 'w2': 14}. 
[I 2021-06-19 13:16:28,119] Trial 93 finished with values: [0.30994346970504477, 13.85219669342041] and parameters: {'checks': 100, 'trees': 2, 'n_ratio': 0.9981858756497994, 'nskip': 0, 'w1': 17, 'w2': 25}. 
[I 2021-06-19 13:16:30,979] Trial 94 finished with values: [0.28506819220774576, 2.857240915298462] and parameters: {'checks': 100, 'trees': 2, 'n_ratio': 0.769694128249329, 'nskip': 8, 'w1': 7, 'w2': 11}. 
[I 2021-06-19 13:16:32,348] Trial 95 finished with values: [inf, inf] and parameters: {'checks': 60, 'trees': 4, 'n_ratio': 0.5493744951139398, 'nskip': 1, 'w1': 3, 'w2': 7}. 
[I 2021-06-19 13:16:37,247] Trial 96 finished with values: [0.3209162154047959, 4.890684366226196] and parameters: {'checks': 50, 'trees': 15, 'n_ratio': 0.9167228891613541, 'nskip': 2, 'w1': 26, 'w2': 8}. 
[I 2021-06-19 13:16:40,283] Trial 97 finished with values: [0.27787841050723977, 3.0331497192382812] and parameters: {'checks': 60, 'trees': 1, 'n_ratio': 0.9867075203420317, 'nskip': 10, 'w1': 13, 'w2': 12}. 
[I 2021-06-19 13:16:40,476] Trial 98 finished with values: [inf, inf] and parameters: {'checks': 40, 'trees': 15, 'n_ratio': 0.3027652703602585, 'nskip': 1, 'w1': 13, 'w2': 14}. 
[I 2021-06-19 13:16:44,537] Trial 99 finished with values: [0.2768999564988025, 4.053345441818237] and parameters: {'checks': 10, 'trees': 11, 'n_ratio': 0.9239884580521727, 'nskip': 3, 'w1': 4, 'w2': 30}. 
[I 2021-06-19 13:17:59,440] Trial 100 finished with values: [0.33428948179337326, 2.7330539226531982] and parameters: {'checks': 70, 'trees': 9, 'n_ratio': 0.7815688639630782, 'nskip': 10, 'w1': 9, 'w2': 2}.

Find your images and video at /data/outputs/video_optimization/result_100_0.33428948179337326_2.7330539226531982.mp4

[I 2021-06-19 13:18:02,205] Trial 101 finished with values: [0.2961850556455237, 2.762049674987793] and parameters: {'checks': 70, 'trees': 13, 'n_ratio': 0.7815688639630782, 'nskip': 10, 'w1': 23, 'w2': 2}. 
[I 2021-06-19 13:18:04,918] Trial 102 finished with values: [0.23987808795147356, 2.7103817462921143] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.6314256997385901, 'nskip': 10, 'w1': 14, 'w2': 24}. 
[I 2021-06-19 13:18:07,974] Trial 103 finished with values: [0.27542716293718095, 3.0536813735961914] and parameters: {'checks': 60, 'trees': 16, 'n_ratio': 0.9867075203420317, 'nskip': 10, 'w1': 8, 'w2': 12}. 
[I 2021-06-19 13:18:10,931] Trial 104 finished with values: [0.26261769138258034, 2.9547250270843506] and parameters: {'checks': 50, 'trees': 13, 'n_ratio': 0.8418291686792274, 'nskip': 8, 'w1': 10, 'w2': 20}. 
[I 2021-06-19 13:18:13,634] Trial 105 finished with values: [0.2533261855600841, 2.7010090351104736] and parameters: {'checks': 50, 'trees': 4, 'n_ratio': 0.6314256997385901, 'nskip': 8, 'w1': 7, 'w2': 23}. 
[I 2021-06-19 13:18:16,388] Trial 106 finished with values: [0.2463474289140335, 2.7524828910827637] and parameters: {'checks': 20, 'trees': 12, 'n_ratio': 0.7492482924832433, 'nskip': 10, 'w1': 10, 'w2': 20}. 
[I 2021-06-19 13:18:19,283] Trial 107 finished with values: [0.25798955073056024, 2.8927178382873535] and parameters: {'checks': 60, 'trees': 7, 'n_ratio': 0.6415492259649922, 'nskip': 7, 'w1': 22, 'w2': 23}. 
[I 2021-06-19 13:18:22,371] Trial 108 finished with values: [0.251925809457318, 3.085770845413208] and parameters: {'checks': 10, 'trees': 11, 'n_ratio': 0.7268184875848873, 'nskip': 6, 'w1': 4, 'w2': 30}. 
[I 2021-06-19 13:18:26,373] Trial 109 finished with values: [0.2766583504285119, 3.999218225479126] and parameters: {'checks': 50, 'trees': 12, 'n_ratio': 0.9239884580521727, 'nskip': 3, 'w1': 4, 'w2': 30}. 
[I 2021-06-19 13:18:29,362] Trial 110 finished with values: [0.3378487020439725, 2.9873385429382324] and parameters: {'checks': 20, 'trees': 8, 'n_ratio': 0.7815688639630782, 'nskip': 7, 'w1': 8, 'w2': 2}. 
[I 2021-06-19 13:18:32,434] Trial 111 finished with values: [0.25090757707731925, 3.069497585296631] and parameters: {'checks': 20, 'trees': 7, 'n_ratio': 0.7268184875848873, 'nskip': 6, 'w1': 13, 'w2': 30}. 
[I 2021-06-19 13:18:35,167] Trial 112 finished with values: [0.23837220016064262, 2.7311296463012695] and parameters: {'checks': 10, 'trees': 12, 'n_ratio': 0.7815688639630782, 'nskip': 10, 'w1': 20, 'w2': 23}. 
[I 2021-06-19 13:18:38,193] Trial 113 finished with values: [0.26228137994209266, 3.0231645107269287] and parameters: {'checks': 60, 'trees': 7, 'n_ratio': 0.7268184875848873, 'nskip': 6, 'w1': 13, 'w2': 26}. 
[I 2021-06-19 13:18:41,417] Trial 114 finished with values: [0.3291172005528568, 3.222452402114868] and parameters: {'checks': 60, 'trees': 13, 'n_ratio': 0.7268184875848873, 'nskip': 6, 'w1': 13, 'w2': 2}. 
[I 2021-06-19 13:18:43,978] Trial 115 finished with values: [0.3346362476898866, 2.5584049224853516] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.6314256997385901, 'nskip': 10, 'w1': 17, 'w2': 1}. 
[I 2021-06-19 13:18:46,646] Trial 116 finished with values: [0.2718209864084024, 2.665663003921509] and parameters: {'checks': 50, 'trees': 15, 'n_ratio': 0.7851852508309797, 'nskip': 10, 'w1': 17, 'w2': 12}. 
[I 2021-06-19 13:18:49,526] Trial 117 finished with values: [0.24280064169672388, 2.877586603164673] and parameters: {'checks': 20, 'trees': 12, 'n_ratio': 0.8181318708590011, 'nskip': 8, 'w1': 22, 'w2': 25}. 
[I 2021-06-19 13:18:52,211] Trial 118 finished with values: [0.3048719037088137, 2.6831672191619873] and parameters: {'checks': 90, 'trees': 8, 'n_ratio': 0.6933678716519128, 'nskip': 10, 'w1': 17, 'w2': 3}. 
[I 2021-06-19 13:18:55,704] Trial 119 finished with values: [0.29819699773567937, 3.490701198577881] and parameters: {'checks': 20, 'trees': 15, 'n_ratio': 0.9119464428743755, 'nskip': 5, 'w1': 5, 'w2': 12}. 
[I 2021-06-19 13:18:58,688] Trial 120 finished with values: [0.27832054457402544, 2.981696605682373] and parameters: {'checks': 100, 'trees': 11, 'n_ratio': 0.6670947403626581, 'nskip': 8, 'w1': 8, 'w2': 14}. 
[I 2021-06-19 13:19:01,456] Trial 121 finished with values: [0.2702655720983575, 2.76568865776062] and parameters: {'checks': 60, 'trees': 12, 'n_ratio': 0.7815688639630782, 'nskip': 9, 'w1': 18, 'w2': 15}. 
[I 2021-06-19 13:19:06,386] Trial 122 finished with values: [0.2854833965711542, 4.927307367324829] and parameters: {'checks': 20, 'trees': 9, 'n_ratio': 0.9867075203420317, 'nskip': 3, 'w1': 22, 'w2': 27}. 
[I 2021-06-19 13:19:11,088] Trial 123 finished with values: [0.3333609581856633, 4.699164867401123] and parameters: {'checks': 70, 'trees': 12, 'n_ratio': 0.6405032445183151, 'nskip': 2, 'w1': 2, 'w2': 10}. 
[I 2021-06-19 13:19:13,808] Trial 124 finished with values: [0.279056289849511, 2.7175791263580322] and parameters: {'checks': 10, 'trees': 1, 'n_ratio': 0.769694128249329, 'nskip': 8, 'w1': 14, 'w2': 14}. 
[I 2021-06-19 13:19:17,085] Trial 125 finished with values: [0.2578467199131006, 3.275336503982544] and parameters: {'checks': 90, 'trees': 12, 'n_ratio': 0.7815688639630782, 'nskip': 6, 'w1': 25, 'w2': 26}. 
[I 2021-06-19 13:19:19,859] Trial 126 finished with values: [0.24246895163405427, 2.771580219268799] and parameters: {'checks': 40, 'trees': 7, 'n_ratio': 0.8344129800998359, 'nskip': 8, 'w1': 0, 'w2': 29}. 
[I 2021-06-19 13:19:22,988] Trial 127 finished with values: [0.2964633608025385, 3.1267828941345215] and parameters: {'checks': 60, 'trees': 7, 'n_ratio': 0.7268184875848873, 'nskip': 6, 'w1': 8, 'w2': 10}. 
[I 2021-06-19 13:19:25,923] Trial 128 finished with values: [0.27540815035739713, 2.932711124420166] and parameters: {'checks': 90, 'trees': 9, 'n_ratio': 0.6707151259602254, 'nskip': 8, 'w1': 22, 'w2': 14}. 
[I 2021-06-19 13:19:28,887] Trial 129 finished with values: [0.26874027113430654, 2.9618635177612305] and parameters: {'checks': 70, 'trees': 12, 'n_ratio': 0.9550011937710494, 'nskip': 10, 'w1': 9, 'w2': 14}. 
[I 2021-06-19 13:19:32,285] Trial 130 finished with values: [0.27263548234784735, 3.3954992294311523] and parameters: {'checks': 0, 'trees': 15, 'n_ratio': 0.6707151259602254, 'nskip': 5, 'w1': 5, 'w2': 25}. 
[I 2021-06-19 13:19:34,993] Trial 131 finished with values: [0.32530263921650054, 2.705838918685913] and parameters: {'checks': 70, 'trees': 12, 'n_ratio': 0.7815688639630782, 'nskip': 10, 'w1': 9, 'w2': 2}. 
[I 2021-06-19 13:19:37,765] Trial 132 finished with values: [0.2635535553021299, 2.769515037536621] and parameters: {'checks': 10, 'trees': 12, 'n_ratio': 0.8181318708590011, 'nskip': 8, 'w1': 10, 'w2': 20}. 
[I 2021-06-19 13:19:40,778] Trial 133 finished with values: [0.26442252365511904, 3.0106167793273926] and parameters: {'checks': 50, 'trees': 1, 'n_ratio': 0.9867075203420317, 'nskip': 10, 'w1': 17, 'w2': 15}. 
[I 2021-06-19 13:19:43,447] Trial 134 finished with values: [0.32056476532640027, 2.6669578552246094] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.7492482924832433, 'nskip': 8, 'w1': 10, 'w2': 5}. 
[I 2021-06-19 13:19:47,188] Trial 135 finished with values: [0.2755539643836105, 3.739499807357788] and parameters: {'checks': 10, 'trees': 6, 'n_ratio': 0.9867075203420317, 'nskip': 6, 'w1': 10, 'w2': 20}. 
[I 2021-06-19 13:19:49,949] Trial 136 finished with values: [0.23459272006495868, 2.758462429046631] and parameters: {'checks': 10, 'trees': 9, 'n_ratio': 0.7044121314824888, 'nskip': 8, 'w1': 14, 'w2': 30}. 
[I 2021-06-19 13:19:53,261] Trial 137 finished with values: [0.2549072096940973, 3.3099515438079834] and parameters: {'checks': 10, 'trees': 1, 'n_ratio': 0.9867075203420317, 'nskip': 8, 'w1': 8, 'w2': 24}. 
[I 2021-06-19 13:19:56,906] Trial 138 finished with values: [0.27669819173768395, 3.642951250076294] and parameters: {'checks': 70, 'trees': 12, 'n_ratio': 0.7735969047093239, 'nskip': 4, 'w1': 9, 'w2': 27}. 
[I 2021-06-19 13:19:59,886] Trial 139 finished with values: [0.2854810060248131, 2.9775233268737793] and parameters: {'checks': 90, 'trees': 1, 'n_ratio': 0.6933678716519128, 'nskip': 7, 'w1': 8, 'w2': 14}. 
[I 2021-06-19 13:20:09,572] Trial 140 finished with values: [0.5283276003091695, 9.683423519134521] and parameters: {'checks': 80, 'trees': 4, 'n_ratio': 0.6661853877037147, 'nskip': 0, 'w1': 8, 'w2': 4}. 
[I 2021-06-19 13:20:12,324] Trial 141 finished with values: [0.24102618742068393, 2.7499265670776367] and parameters: {'checks': 10, 'trees': 8, 'n_ratio': 0.7735969047093239, 'nskip': 8, 'w1': 8, 'w2': 27}. 
[I 2021-06-19 13:20:15,237] Trial 142 finished with values: [0.2719355448117161, 2.911099433898926] and parameters: {'checks': 60, 'trees': 2, 'n_ratio': 0.9867075203420317, 'nskip': 10, 'w1': 13, 'w2': 12}. 
[I 2021-06-19 13:20:19,179] Trial 143 finished with values: [0.2776285486853032, 3.939620018005371] and parameters: {'checks': 100, 'trees': 1, 'n_ratio': 0.8344129800998359, 'nskip': 3, 'w1': 0, 'w2': 29}. 
[I 2021-06-19 13:20:21,908] Trial 144 finished with values: [0.2720607943494767, 2.726020097732544] and parameters: {'checks': 50, 'trees': 1, 'n_ratio': 0.769694128249329, 'nskip': 8, 'w1': 7, 'w2': 17}. 
[I 2021-06-19 13:20:24,672] Trial 145 finished with values: [0.24689538535152208, 2.7623064517974854] and parameters: {'checks': 70, 'trees': 12, 'n_ratio': 0.7815688639630782, 'nskip': 10, 'w1': 9, 'w2': 20}. 
[I 2021-06-19 13:20:28,790] Trial 146 finished with values: [0.27021194494495987, 4.115140438079834] and parameters: {'checks': 100, 'trees': 7, 'n_ratio': 0.9981858756497994, 'nskip': 5, 'w1': 22, 'w2': 25}. 
[I 2021-06-19 13:20:31,403] Trial 147 finished with values: [0.27597035425804567, 2.6101911067962646] and parameters: {'checks': 10, 'trees': 13, 'n_ratio': 0.7815688639630782, 'nskip': 10, 'w1': 5, 'w2': 12}. 
[I 2021-06-19 13:20:34,523] Trial 148 finished with values: [0.2872217882521958, 3.1180808544158936] and parameters: {'checks': 50, 'trees': 10, 'n_ratio': 0.9709441736552527, 'nskip': 8, 'w1': 10, 'w2': 11}. 
[I 2021-06-19 13:20:37,241] Trial 149 finished with values: [0.32672175222088384, 2.7169668674468994] and parameters: {'checks': 70, 'trees': 7, 'n_ratio': 0.7815688639630782, 'nskip': 10, 'w1': 9, 'w2': 2}. 
[I 2021-06-19 13:20:40,038] Trial 150 finished with values: [0.2493263912438071, 2.7541632652282715] and parameters: {'checks': 100, 'trees': 1, 'n_ratio': 0.6314256997385901, 'nskip': 8, 'w1': 10, 'w2': 24}. 
[I 2021-06-19 13:20:42,921] Trial 151 finished with values: [0.24153451307498464, 2.8802602291107178] and parameters: {'checks': 10, 'trees': 12, 'n_ratio': 0.6415492259649922, 'nskip': 8, 'w1': 8, 'w2': 28}. 
[I 2021-06-19 13:20:45,547] Trial 152 finished with values: [0.24558876845734637, 2.6241116523742676] and parameters: {'checks': 50, 'trees': 13, 'n_ratio': 0.6980097073710616, 'nskip': 10, 'w1': 10, 'w2': 20}. 
[I 2021-06-19 13:20:48,382] Trial 153 finished with values: [0.2507992385750803, 2.832613229751587] and parameters: {'checks': 30, 'trees': 8, 'n_ratio': 0.6314256997385901, 'nskip': 8, 'w1': 8, 'w2': 24}. 
[I 2021-06-19 13:20:50,968] Trial 154 finished with values: [0.27030499608850955, 2.5837342739105225] and parameters: {'checks': 20, 'trees': 15, 'n_ratio': 0.7851852508309797, 'nskip': 10, 'w1': 17, 'w2': 13}. 
[I 2021-06-19 13:20:53,746] Trial 155 finished with values: [0.23598466845674196, 2.775398015975952] and parameters: {'checks': 40, 'trees': 1, 'n_ratio': 0.6707151259602254, 'nskip': 9, 'w1': 22, 'w2': 25}. 
[I 2021-06-19 13:20:56,335] Trial 156 finished with values: [0.25243329196485825, 2.587256669998169] and parameters: {'checks': 10, 'trees': 8, 'n_ratio': 0.7492482924832433, 'nskip': 10, 'w1': 2, 'w2': 19}. 
[I 2021-06-19 13:20:56,552] Trial 157 finished with values: [inf, inf] and parameters: {'checks': 100, 'trees': 9, 'n_ratio': 0.3897374880581752, 'nskip': 9, 'w1': 22, 'w2': 30}. 
[I 2021-06-19 13:20:59,338] Trial 158 finished with values: [0.27930253566508884, 2.776273488998413] and parameters: {'checks': 20, 'trees': 7, 'n_ratio': 0.7268184875848873, 'nskip': 10, 'w1': 13, 'w2': 12}. 
[I 2021-06-19 13:21:01,889] Trial 159 finished with values: [0.25850307773363057, 2.548243284225464] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.7492482924832433, 'nskip': 10, 'w1': 10, 'w2': 16}. 
[I 2021-06-19 13:21:04,766] Trial 160 finished with values: [0.2530035305485333, 2.875382423400879] and parameters: {'checks': 50, 'trees': 4, 'n_ratio': 0.6314256997385901, 'nskip': 8, 'w1': 7, 'w2': 23}. 
[I 2021-06-19 13:21:07,614] Trial 161 finished with values: [0.2458558538365587, 2.844937324523926] and parameters: {'checks': 40, 'trees': 8, 'n_ratio': 0.6933678716519128, 'nskip': 7, 'w1': 23, 'w2': 28}. 
[I 2021-06-19 13:21:10,608] Trial 162 finished with values: [0.2779808853593522, 2.991898775100708] and parameters: {'checks': 70, 'trees': 12, 'n_ratio': 0.9030810224375221, 'nskip': 7, 'w1': 6, 'w2': 15}. 
[I 2021-06-19 13:21:13,463] Trial 163 finished with values: [0.2760687386481885, 2.8527414798736572] and parameters: {'checks': 30, 'trees': 13, 'n_ratio': 0.9119464428743755, 'nskip': 10, 'w1': 23, 'w2': 3}. 
[I 2021-06-19 13:21:16,384] Trial 164 finished with values: [0.26029114234061196, 2.918358087539673] and parameters: {'checks': 50, 'trees': 12, 'n_ratio': 0.6933678716519128, 'nskip': 7, 'w1': 7, 'w2': 23}. 
[I 2021-06-19 13:21:19,290] Trial 165 finished with values: [0.2435525648257937, 2.9039437770843506] and parameters: {'checks': 40, 'trees': 7, 'n_ratio': 0.8344129800998359, 'nskip': 8, 'w1': 0, 'w2': 29}. 
[I 2021-06-19 13:21:21,984] Trial 166 finished with values: [0.3165754194459069, 2.6920907497406006] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.7492482924832433, 'nskip': 8, 'w1': 10, 'w2': 6}. 
[I 2021-06-19 13:21:24,902] Trial 167 finished with values: [0.2595252755019727, 2.915928602218628] and parameters: {'checks': 20, 'trees': 13, 'n_ratio': 0.7492482924832433, 'nskip': 8, 'w1': 10, 'w2': 20}. 
[I 2021-06-19 13:21:27,686] Trial 168 finished with values: [0.32958785936168117, 2.78051495552063] and parameters: {'checks': 80, 'trees': 16, 'n_ratio': 0.6314256997385901, 'nskip': 9, 'w1': 16, 'w2': 4}. 
[I 2021-06-19 13:21:30,640] Trial 169 finished with values: [0.2503092301807289, 2.951589584350586] and parameters: {'checks': 10, 'trees': 8, 'n_ratio': 0.6277438230362797, 'nskip': 7, 'w1': 20, 'w2': 27}. 
[I 2021-06-19 13:21:33,432] Trial 170 finished with values: [0.2508979542506625, 2.789834499359131] and parameters: {'checks': 20, 'trees': 16, 'n_ratio': 0.6314256997385901, 'nskip': 8, 'w1': 17, 'w2': 23}. 
[I 2021-06-19 13:21:36,327] Trial 171 finished with values: [0.25479167736281777, 2.892256021499634] and parameters: {'checks': 60, 'trees': 7, 'n_ratio': 0.7268184875848873, 'nskip': 8, 'w1': 8, 'w2': 23}. 
[I 2021-06-19 13:21:39,095] Trial 172 finished with values: [0.30345632620213464, 2.766157865524292] and parameters: {'checks': 50, 'trees': 9, 'n_ratio': 0.7815688639630782, 'nskip': 8, 'w1': 10, 'w2': 2}. 
[I 2021-06-19 13:21:42,147] Trial 173 finished with values: [0.2532279001631604, 3.049543857574463] and parameters: {'checks': 70, 'trees': 8, 'n_ratio': 0.7268184875848873, 'nskip': 6, 'w1': 3, 'w2': 30}. 
[I 2021-06-19 13:21:45,088] Trial 174 finished with values: [0.2379506521594188, 2.938345193862915] and parameters: {'checks': 10, 'trees': 9, 'n_ratio': 0.7735969047093239, 'nskip': 8, 'w1': 14, 'w2': 30}. 
[I 2021-06-19 13:21:47,634] Trial 175 finished with values: [0.23178741953088222, 2.543696403503418] and parameters: {'checks': 20, 'trees': 7, 'n_ratio': 0.7039382016603601, 'nskip': 10, 'w1': 24, 'w2': 26}. 
[I 2021-06-19 13:21:52,207] Trial 176 finished with values: [0.32607435360800985, 4.57043719291687] and parameters: {'checks': 40, 'trees': 7, 'n_ratio': 0.8344129800998359, 'nskip': 2, 'w1': 0, 'w2': 10}. 
[I 2021-06-19 13:21:54,914] Trial 177 finished with values: [0.26811993207721696, 2.7047839164733887] and parameters: {'checks': 50, 'trees': 15, 'n_ratio': 0.7851852508309797, 'nskip': 10, 'w1': 17, 'w2': 12}. 
[I 2021-06-19 13:21:57,800] Trial 178 finished with values: [0.33150081048094826, 2.883676528930664] and parameters: {'checks': 60, 'trees': 9, 'n_ratio': 0.6707151259602254, 'nskip': 9, 'w1': 22, 'w2': 1}. 
[I 2021-06-19 13:22:00,879] Trial 179 finished with values: [0.2609158458093557, 3.0771915912628174] and parameters: {'checks': 60, 'trees': 7, 'n_ratio': 0.7268184875848873, 'nskip': 6, 'w1': 13, 'w2': 26}. 
[I 2021-06-19 13:22:10,763] Trial 180 finished with values: [0.3353864684383946, 9.88133454322815] and parameters: {'checks': 60, 'trees': 9, 'n_ratio': 0.7815688639630782, 'nskip': 0, 'w1': 9, 'w2': 15}. 
[I 2021-06-19 13:22:13,554] Trial 181 finished with values: [0.3174751812652621, 2.788496255874634] and parameters: {'checks': 20, 'trees': 12, 'n_ratio': 0.7815688639630782, 'nskip': 10, 'w1': 9, 'w2': 2}. 
[I 2021-06-19 13:22:19,423] Trial 182 finished with values: [0.398307203185473, 5.867077350616455] and parameters: {'checks': 60, 'trees': 7, 'n_ratio': 0.6707151259602254, 'nskip': 1, 'w1': 22, 'w2': 2}. 
[I 2021-06-19 13:22:22,292] Trial 183 finished with values: [0.24152965396951306, 2.8664774894714355] and parameters: {'checks': 50, 'trees': 9, 'n_ratio': 0.9030810224375221, 'nskip': 8, 'w1': 3, 'w2': 30}. 
[I 2021-06-19 13:22:25,219] Trial 184 finished with values: [0.24297860836845905, 2.924433946609497] and parameters: {'checks': 10, 'trees': 13, 'n_ratio': 0.6415492259649922, 'nskip': 8, 'w1': 8, 'w2': 27}. 
[I 2021-06-19 13:22:27,788] Trial 185 finished with values: [0.2487251365429061, 2.5664947032928467] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.865458317883941, 'nskip': 10, 'w1': 9, 'w2': 20}. 
[I 2021-06-19 13:22:30,551] Trial 186 finished with values: [0.28097345799551615, 2.760350227355957] and parameters: {'checks': 50, 'trees': 13, 'n_ratio': 0.769694128249329, 'nskip': 10, 'w1': 7, 'w2': 11}. 
[I 2021-06-19 13:22:33,455] Trial 187 finished with values: [0.2636712286866789, 2.902290105819702] and parameters: {'checks': 60, 'trees': 8, 'n_ratio': 0.6415492259649922, 'nskip': 7, 'w1': 22, 'w2': 21}. 
[I 2021-06-19 13:22:33,608] Trial 188 finished with values: [inf, inf] and parameters: {'checks': 10, 'trees': 13, 'n_ratio': 0.32480533047388205, 'nskip': 10, 'w1': 20, 'w2': 27}. 
[I 2021-06-19 13:22:36,501] Trial 189 finished with values: [0.2683777988218955, 2.888474464416504] and parameters: {'checks': 50, 'trees': 1, 'n_ratio': 0.769694128249329, 'nskip': 8, 'w1': 7, 'w2': 17}. 
[I 2021-06-19 13:22:39,266] Trial 190 finished with values: [0.30444423887908206, 2.7634267807006836] and parameters: {'checks': 50, 'trees': 8, 'n_ratio': 0.6933678716519128, 'nskip': 8, 'w1': 23, 'w2': 5}. 
[I 2021-06-19 13:22:42,087] Trial 191 finished with values: [0.26838482459925467, 2.8183159828186035] and parameters: {'checks': 90, 'trees': 8, 'n_ratio': 0.6933678716519128, 'nskip': 9, 'w1': 18, 'w2': 15}. 
[I 2021-06-19 13:22:44,873] Trial 192 finished with values: [0.24316270634611167, 2.783801317214966] and parameters: {'checks': 40, 'trees': 7, 'n_ratio': 0.8344129800998359, 'nskip': 8, 'w1': 0, 'w2': 29}. 
[I 2021-06-19 13:22:48,329] Trial 193 finished with values: [0.25977769259258054, 3.453644037246704] and parameters: {'checks': 10, 'trees': 4, 'n_ratio': 0.9422968773185119, 'nskip': 6, 'w1': 8, 'w2': 26}. 
[I 2021-06-19 13:22:51,233] Trial 194 finished with values: [0.2544750458729649, 2.902205228805542] and parameters: {'checks': 100, 'trees': 2, 'n_ratio': 0.6415492259649922, 'nskip': 8, 'w1': 8, 'w2': 23}. 
[I 2021-06-19 13:22:53,977] Trial 195 finished with values: [0.24445280656205104, 2.741333246231079] and parameters: {'checks': 10, 'trees': 9, 'n_ratio': 0.7044121314824888, 'nskip': 8, 'w1': 14, 'w2': 27}. 
[I 2021-06-19 13:22:56,712] Trial 196 finished with values: [0.27749181773170906, 2.7328357696533203] and parameters: {'checks': 10, 'trees': 8, 'n_ratio': 0.769694128249329, 'nskip': 8, 'w1': 14, 'w2': 14}. 
[I 2021-06-19 13:22:59,483] Trial 197 finished with values: [0.2473773863392453, 2.768418788909912] and parameters: {'checks': 70, 'trees': 12, 'n_ratio': 0.7815688639630782, 'nskip': 10, 'w1': 9, 'w2': 20}. 
[I 2021-06-19 13:23:02,177] Trial 198 finished with values: [0.28642442448030714, 2.691399335861206] and parameters: {'checks': 30, 'trees': 1, 'n_ratio': 0.7492482924832433, 'nskip': 8, 'w1': 19, 'w2': 12}. 
[I 2021-06-19 13:23:05,057] Trial 199 finished with values: [0.2577373893137234, 2.877084255218506] and parameters: {'checks': 10, 'trees': 16, 'n_ratio': 0.6415492259649922, 'nskip': 8, 'w1': 8, 'w2': 22}. 
[I 2021-06-19 13:24:19,285] Trial 200 finished with values: [0.2585677973946056, 2.604844570159912] and parameters: {'checks': 20, 'trees': 14, 'n_ratio': 0.7492482924832433, 'nskip': 10, 'w1': 10, 'w2': 16}.

Find your images and video at /data/outputs/video_optimization/result_200_0.2585677973946056_2.604844570159912.mp4

[I 2021-06-19 13:24:22,038] Trial 201 finished with values: [0.2354106355995252, 2.750493288040161] and parameters: {'checks': 10, 'trees': 8, 'n_ratio': 0.7735969047093239, 'nskip': 10, 'w1': 20, 'w2': 23}. 
[I 2021-06-19 13:24:31,214] Trial 202 finished with values: [0.37673781735248857, 9.172967195510864] and parameters: {'checks': 70, 'trees': 1, 'n_ratio': 0.7815688639630782, 'nskip': 0, 'w1': 10, 'w2': 6}. 
[I 2021-06-19 13:24:34,047] Trial 203 finished with values: [0.2833827830053687, 2.8307886123657227] and parameters: {'checks': 10, 'trees': 1, 'n_ratio': 0.7735969047093239, 'nskip': 8, 'w1': 14, 'w2': 14}. 
[I 2021-06-19 13:24:34,378] Trial 204 finished with values: [inf, inf] and parameters: {'checks': 10, 'trees': 1, 'n_ratio': 0.4716382660115883, 'nskip': 8, 'w1': 14, 'w2': 11}. 
[I 2021-06-19 13:24:37,094] Trial 205 finished with values: [0.23776913134373137, 2.7118396759033203] and parameters: {'checks': 60, 'trees': 1, 'n_ratio': 0.865458317883941, 'nskip': 9, 'w1': 15, 'w2': 25}. 
[I 2021-06-19 13:24:39,799] Trial 206 finished with values: [0.2473959485627192, 2.7023377418518066] and parameters: {'checks': 50, 'trees': 2, 'n_ratio': 0.6980097073710616, 'nskip': 10, 'w1': 9, 'w2': 20}. 
[I 2021-06-19 13:24:42,424] Trial 207 finished with values: [0.2526162027979263, 2.6228280067443848] and parameters: {'checks': 40, 'trees': 7, 'n_ratio': 0.8344129800998359, 'nskip': 10, 'w1': 0, 'w2': 29}. 
[I 2021-06-19 13:24:45,172] Trial 208 finished with values: [0.33410091920429796, 2.7456536293029785] and parameters: {'checks': 30, 'trees': 12, 'n_ratio': 0.7815688639630782, 'nskip': 10, 'w1': 9, 'w2': 2}. 
[I 2021-06-19 13:24:47,782] Trial 209 finished with values: [0.2681749194926551, 2.607563018798828] and parameters: {'checks': 50, 'trees': 7, 'n_ratio': 0.769694128249329, 'nskip': 10, 'w1': 24, 'w2': 14}. 
[I 2021-06-19 13:24:50,612] Trial 210 finished with values: [0.3297584615307413, 2.8275601863861084] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.8181318708590011, 'nskip': 8, 'w1': 10, 'w2': 1}. 
[I 2021-06-19 13:24:53,430] Trial 211 finished with values: [0.2522704324749301, 2.816046953201294] and parameters: {'checks': 70, 'trees': 16, 'n_ratio': 0.6314256997385901, 'nskip': 8, 'w1': 7, 'w2': 23}. 
[I 2021-06-19 13:24:56,218] Trial 212 finished with values: [0.23562539139478902, 2.785601854324341] and parameters: {'checks': 10, 'trees': 12, 'n_ratio': 0.7815688639630782, 'nskip': 10, 'w1': 22, 'w2': 23}. 
[I 2021-06-19 13:24:58,807] Trial 213 finished with values: [0.23648845688669876, 2.5858654975891113] and parameters: {'checks': 20, 'trees': 9, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 14, 'w2': 26}. 
[I 2021-06-19 13:25:01,565] Trial 214 finished with values: [0.24309061683771385, 2.756664991378784] and parameters: {'checks': 40, 'trees': 7, 'n_ratio': 0.8344129800998359, 'nskip': 8, 'w1': 0, 'w2': 29}. 
[I 2021-06-19 13:25:04,421] Trial 215 finished with values: [0.23899471051837107, 2.8538215160369873] and parameters: {'checks': 10, 'trees': 9, 'n_ratio': 0.7044121314824888, 'nskip': 8, 'w1': 14, 'w2': 30}. 
[I 2021-06-19 13:25:06,985] Trial 216 finished with values: [0.24193086041637332, 2.561049222946167] and parameters: {'checks': 20, 'trees': 7, 'n_ratio': 0.7735969047093239, 'nskip': 10, 'w1': 8, 'w2': 26}. 
[I 2021-06-19 13:25:09,848] Trial 217 finished with values: [0.2760649426471723, 2.8607394695281982] and parameters: {'checks': 10, 'trees': 11, 'n_ratio': 0.7815688639630782, 'nskip': 8, 'w1': 5, 'w2': 14}. 
[I 2021-06-19 13:25:12,507] Trial 218 finished with values: [0.25128091959730076, 2.657278299331665] and parameters: {'checks': 70, 'trees': 12, 'n_ratio': 0.6925543278339197, 'nskip': 10, 'w1': 0, 'w2': 20}. 
[I 2021-06-19 13:25:16,949] Trial 219 finished with values: [0.29599946657885823, 4.439827919006348] and parameters: {'checks': 100, 'trees': 1, 'n_ratio': 0.6314256997385901, 'nskip': 2, 'w1': 10, 'w2': 24}. 
[I 2021-06-19 13:25:20,351] Trial 220 finished with values: [0.2701751900933286, 3.39939022064209] and parameters: {'checks': 40, 'trees': 7, 'n_ratio': 0.8344129800998359, 'nskip': 4, 'w1': 0, 'w2': 29}. 
[I 2021-06-19 13:25:23,722] Trial 221 finished with values: [0.27401604122091616, 3.3683929443359375] and parameters: {'checks': 40, 'trees': 7, 'n_ratio': 0.8344129800998359, 'nskip': 5, 'w1': 0, 'w2': 23}. 
[I 2021-06-19 13:25:26,491] Trial 222 finished with values: [0.2616645047539447, 2.766649007797241] and parameters: {'checks': 70, 'trees': 8, 'n_ratio': 0.7492482924832433, 'nskip': 8, 'w1': 9, 'w2': 20}. 
[I 2021-06-19 13:25:29,229] Trial 223 finished with values: [0.2395290792116304, 2.7356927394866943] and parameters: {'checks': 20, 'trees': 7, 'n_ratio': 0.6707151259602254, 'nskip': 9, 'w1': 9, 'w2': 25}. 
[I 2021-06-19 13:25:31,891] Trial 224 finished with values: [0.3036534113430178, 2.6593027114868164] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.9212929322934014, 'nskip': 10, 'w1': 9, 'w2': 4}. 
[I 2021-06-19 13:25:32,405] Trial 225 finished with values: [inf, inf] and parameters: {'checks': 20, 'trees': 10, 'n_ratio': 0.531952630300683, 'nskip': 9, 'w1': 10, 'w2': 25}. 
[I 2021-06-19 13:25:35,279] Trial 226 finished with values: [0.2482943478472901, 2.844240665435791] and parameters: {'checks': 30, 'trees': 1, 'n_ratio': 0.7492482924832433, 'nskip': 8, 'w1': 24, 'w2': 24}. 
[I 2021-06-19 13:25:37,978] Trial 227 finished with values: [0.23162469940488475, 2.697244644165039] and parameters: {'checks': 40, 'trees': 8, 'n_ratio': 0.7815688639630782, 'nskip': 9, 'w1': 18, 'w2': 28}. 
[I 2021-06-19 13:25:40,681] Trial 228 finished with values: [0.2700386550472908, 2.7006208896636963] and parameters: {'checks': 40, 'trees': 12, 'n_ratio': 0.6707151259602254, 'nskip': 9, 'w1': 22, 'w2': 15}. 
[I 2021-06-19 13:25:43,602] Trial 229 finished with values: [0.36774435606496203, 2.9185924530029297] and parameters: {'checks': 100, 'trees': 1, 'n_ratio': 0.6707151259602254, 'nskip': 8, 'w1': 0, 'w2': 2}. 
[I 2021-06-19 13:25:46,266] Trial 230 finished with values: [0.26095449633382745, 2.6615941524505615] and parameters: {'checks': 10, 'trees': 1, 'n_ratio': 0.6415492259649922, 'nskip': 8, 'w1': 8, 'w2': 20}. 
[I 2021-06-19 13:25:49,144] Trial 231 finished with values: [0.23543364787208756, 2.8754239082336426] and parameters: {'checks': 10, 'trees': 9, 'n_ratio': 0.7815688639630782, 'nskip': 8, 'w1': 14, 'w2': 30}. 
[I 2021-06-19 13:25:51,902] Trial 232 finished with values: [0.2453514391806311, 2.7552649974823] and parameters: {'checks': 10, 'trees': 13, 'n_ratio': 0.6415492259649922, 'nskip': 8, 'w1': 8, 'w2': 27}. 
[I 2021-06-19 13:25:54,835] Trial 233 finished with values: [0.25145907140806256, 2.930633306503296] and parameters: {'checks': 70, 'trees': 12, 'n_ratio': 0.6314256997385901, 'nskip': 8, 'w1': 0, 'w2': 24}. 
[I 2021-06-19 13:25:57,803] Trial 234 finished with values: [0.243883739706935, 2.9651613235473633] and parameters: {'checks': 40, 'trees': 11, 'n_ratio': 0.865458317883941, 'nskip': 7, 'w1': 23, 'w2': 28}. 
[I 2021-06-19 13:26:00,520] Trial 235 finished with values: [0.23132626230569803, 2.714501142501831] and parameters: {'checks': 80, 'trees': 1, 'n_ratio': 0.7815688639630782, 'nskip': 10, 'w1': 22, 'w2': 25}. 
[I 2021-06-19 13:26:03,084] Trial 236 finished with values: [0.27739160424491094, 2.561652660369873] and parameters: {'checks': 20, 'trees': 5, 'n_ratio': 0.6314256997385901, 'nskip': 10, 'w1': 7, 'w2': 12}. 
[I 2021-06-19 13:26:06,062] Trial 237 finished with values: [0.24107057174144972, 2.976290702819824] and parameters: {'checks': 50, 'trees': 12, 'n_ratio': 0.9030810224375221, 'nskip': 8, 'w1': 3, 'w2': 30}. 
[I 2021-06-19 13:26:08,693] Trial 238 finished with values: [0.24913706889689816, 2.62860107421875] and parameters: {'checks': 60, 'trees': 9, 'n_ratio': 0.6980097073710616, 'nskip': 10, 'w1': 10, 'w2': 20}. 
[I 2021-06-19 13:26:11,730] Trial 239 finished with values: [0.2516365408134988, 3.0340020656585693] and parameters: {'checks': 100, 'trees': 12, 'n_ratio': 0.6314256997385901, 'nskip': 8, 'w1': 10, 'w2': 24}. 
[I 2021-06-19 13:26:14,490] Trial 240 finished with values: [0.2367401159305816, 2.7579426765441895] and parameters: {'checks': 10, 'trees': 7, 'n_ratio': 0.8344129800998359, 'nskip': 8, 'w1': 14, 'w2': 30}. 
[I 2021-06-19 13:26:17,106] Trial 241 finished with values: [0.23231846180553195, 2.6137168407440186] and parameters: {'checks': 20, 'trees': 12, 'n_ratio': 0.7492482924832433, 'nskip': 10, 'w1': 30, 'w2': 24}. 
[I 2021-06-19 13:26:19,785] Trial 242 finished with values: [0.27934622545502313, 2.6763577461242676] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.7815688639630782, 'nskip': 10, 'w1': 9, 'w2': 12}. 
[I 2021-06-19 13:26:22,371] Trial 243 finished with values: [0.2559013841277958, 2.5833122730255127] and parameters: {'checks': 40, 'trees': 1, 'n_ratio': 0.6707151259602254, 'nskip': 10, 'w1': 2, 'w2': 19}. 
[I 2021-06-19 13:26:25,041] Trial 244 finished with values: [0.23987971537345437, 2.6679842472076416] and parameters: {'checks': 20, 'trees': 8, 'n_ratio': 0.6314256997385901, 'nskip': 10, 'w1': 3, 'w2': 26}. 
[I 2021-06-19 13:26:27,666] Trial 245 finished with values: [0.2619400007244219, 2.622255325317383] and parameters: {'checks': 20, 'trees': 12, 'n_ratio': 0.7735969047093239, 'nskip': 10, 'w1': 10, 'w2': 16}. 
[I 2021-06-19 13:26:30,517] Trial 246 finished with values: [0.24330531987308213, 2.84908390045166] and parameters: {'checks': 10, 'trees': 8, 'n_ratio': 0.7492482924832433, 'nskip': 8, 'w1': 8, 'w2': 27}. 
[I 2021-06-19 13:26:33,099] Trial 247 finished with values: [0.24930043053985249, 2.579613447189331] and parameters: {'checks': 40, 'trees': 1, 'n_ratio': 0.8344129800998359, 'nskip': 10, 'w1': 7, 'w2': 29}. 
[I 2021-06-19 13:26:35,810] Trial 248 finished with values: [0.2566989242870015, 2.7084810733795166] and parameters: {'checks': 20, 'trees': 12, 'n_ratio': 0.7492482924832433, 'nskip': 10, 'w1': 26, 'w2': 15}. 
[I 2021-06-19 13:26:38,452] Trial 249 finished with values: [0.24667340262000798, 2.6396119594573975] and parameters: {'checks': 20, 'trees': 13, 'n_ratio': 0.6980097073710616, 'nskip': 10, 'w1': 13, 'w2': 20}. 
[I 2021-06-19 13:26:41,242] Trial 250 finished with values: [0.23278816057651233, 2.7429819107055664] and parameters: {'checks': 50, 'trees': 1, 'n_ratio': 0.8047024443354969, 'nskip': 10, 'w1': 22, 'w2': 25}. 
[I 2021-06-19 13:26:43,825] Trial 251 finished with values: [0.23221639955472162, 2.5810697078704834] and parameters: {'checks': 10, 'trees': 12, 'n_ratio': 0.7815688639630782, 'nskip': 10, 'w1': 20, 'w2': 23}. 
[I 2021-06-19 13:26:46,752] Trial 252 finished with values: [0.3284772919703809, 2.9240665435791016] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.7185107892439877, 'nskip': 7, 'w1': 17, 'w2': 1}. 
[I 2021-06-19 13:26:49,373] Trial 253 finished with values: [0.24379696586235045, 2.618417263031006] and parameters: {'checks': 10, 'trees': 1, 'n_ratio': 0.6707151259602254, 'nskip': 8, 'w1': 14, 'w2': 27}. 
[I 2021-06-19 13:26:51,913] Trial 254 finished with values: [0.2437154195185332, 2.538238763809204] and parameters: {'checks': 10, 'trees': 1, 'n_ratio': 0.6415492259649922, 'nskip': 10, 'w1': 8, 'w2': 23}. 
[I 2021-06-19 13:26:54,783] Trial 255 finished with values: [0.3258958514266925, 2.8673224449157715] and parameters: {'checks': 10, 'trees': 9, 'n_ratio': 0.725311543770375, 'nskip': 8, 'w1': 14, 'w2': 3}. 
[I 2021-06-19 13:26:57,354] Trial 256 finished with values: [0.2319248105438381, 2.5687386989593506] and parameters: {'checks': 20, 'trees': 9, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 18, 'w2': 26}. 
[I 2021-06-19 13:27:00,207] Trial 257 finished with values: [0.23674705653702952, 2.8516411781311035] and parameters: {'checks': 60, 'trees': 13, 'n_ratio': 0.6980097073710616, 'nskip': 9, 'w1': 22, 'w2': 25}. 
[I 2021-06-19 13:27:02,814] Trial 258 finished with values: [0.22806056301033822, 2.6045844554901123] and parameters: {'checks': 20, 'trees': 9, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 30, 'w2': 26}. 
[I 2021-06-19 13:27:05,529] Trial 259 finished with values: [0.31853729204444164, 2.712200164794922] and parameters: {'checks': 20, 'trees': 8, 'n_ratio': 0.6314256997385901, 'nskip': 10, 'w1': 18, 'w2': 4}. 
[I 2021-06-19 13:27:08,985] Trial 260 finished with values: [0.31458336008127896, 3.4540157318115234] and parameters: {'checks': 40, 'trees': 8, 'n_ratio': 0.6314256997385901, 'nskip': 4, 'w1': 20, 'w2': 12}. 
[I 2021-06-19 13:27:11,701] Trial 261 finished with values: [0.23264684399812588, 2.713622570037842] and parameters: {'checks': 20, 'trees': 2, 'n_ratio': 0.7815688639630782, 'nskip': 10, 'w1': 22, 'w2': 26}. 
[I 2021-06-19 13:27:11,893] Trial 262 finished with values: [inf, inf] and parameters: {'checks': 100, 'trees': 8, 'n_ratio': 0.47622952909721267, 'nskip': 10, 'w1': 10, 'w2': 16}. 
[I 2021-06-19 13:27:21,277] Trial 263 finished with values: [0.3248897579449927, 9.379637241363525] and parameters: {'checks': 10, 'trees': 9, 'n_ratio': 0.7815688639630782, 'nskip': 0, 'w1': 14, 'w2': 15}. 
[I 2021-06-19 13:27:24,009] Trial 264 finished with values: [0.24411024855277835, 2.7296597957611084] and parameters: {'checks': 10, 'trees': 12, 'n_ratio': 0.7492482924832433, 'nskip': 10, 'w1': 10, 'w2': 20}. 
[I 2021-06-19 13:27:26,782] Trial 265 finished with values: [0.3435152418918272, 2.7712631225585938] and parameters: {'checks': 40, 'trees': 9, 'n_ratio': 0.6707151259602254, 'nskip': 8, 'w1': 22, 'w2': 2}. 
[I 2021-06-19 13:27:29,488] Trial 266 finished with values: [0.23834111659710247, 2.7034506797790527] and parameters: {'checks': 20, 'trees': 7, 'n_ratio': 0.7678084037913497, 'nskip': 10, 'w1': 8, 'w2': 25}. 
[I 2021-06-19 13:27:32,148] Trial 267 finished with values: [0.2519423788969085, 2.657177686691284] and parameters: {'checks': 40, 'trees': 7, 'n_ratio': 0.8344129800998359, 'nskip': 10, 'w1': 0, 'w2': 29}. 
[I 2021-06-19 13:27:34,824] Trial 268 finished with values: [0.23788561033542138, 2.6735453605651855] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.865458317883941, 'nskip': 10, 'w1': 9, 'w2': 26}. 
[I 2021-06-19 13:27:37,475] Trial 269 finished with values: [0.2742230698453302, 2.6492514610290527] and parameters: {'checks': 10, 'trees': 8, 'n_ratio': 0.8344129800998359, 'nskip': 10, 'w1': 0, 'w2': 12}. 
[I 2021-06-19 13:27:40,013] Trial 270 finished with values: [0.24239910412377927, 2.535766363143921] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.6314256997385901, 'nskip': 10, 'w1': 14, 'w2': 24}. 
[I 2021-06-19 13:27:42,757] Trial 271 finished with values: [0.2663030354038308, 2.7410199642181396] and parameters: {'checks': 10, 'trees': 15, 'n_ratio': 0.7851852508309797, 'nskip': 10, 'w1': 0, 'w2': 13}. 
[I 2021-06-19 13:27:45,357] Trial 272 finished with values: [0.24271881496912445, 2.597602605819702] and parameters: {'checks': 20, 'trees': 8, 'n_ratio': 0.7735969047093239, 'nskip': 10, 'w1': 3, 'w2': 26}. 
[I 2021-06-19 13:27:48,184] Trial 273 finished with values: [0.2535165258385634, 2.824608325958252] and parameters: {'checks': 50, 'trees': 4, 'n_ratio': 0.6415492259649922, 'nskip': 8, 'w1': 8, 'w2': 23}. 
[I 2021-06-19 13:27:50,820] Trial 274 finished with values: [0.23631152443806, 2.633763551712036] and parameters: {'checks': 60, 'trees': 1, 'n_ratio': 0.7781037315097247, 'nskip': 9, 'w1': 22, 'w2': 25}. 
[I 2021-06-19 13:27:53,507] Trial 275 finished with values: [0.23326235352243688, 2.684504270553589] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.603627004462215, 'nskip': 10, 'w1': 10, 'w2': 25}. 
[I 2021-06-19 13:27:56,074] Trial 276 finished with values: [0.35547821892917303, 2.5645854473114014] and parameters: {'checks': 20, 'trees': 8, 'n_ratio': 0.6314256997385901, 'nskip': 10, 'w1': 17, 'w2': 1}. 
[I 2021-06-19 13:27:56,279] Trial 277 finished with values: [inf, inf] and parameters: {'checks': 20, 'trees': 7, 'n_ratio': 0.4201001251204491, 'nskip': 10, 'w1': 10, 'w2': 16}. 
[I 2021-06-19 13:27:59,194] Trial 278 finished with values: [0.2371134351609486, 2.8957576751708984] and parameters: {'checks': 60, 'trees': 8, 'n_ratio': 0.7815688639630782, 'nskip': 9, 'w1': 22, 'w2': 25}. 
[I 2021-06-19 13:28:01,827] Trial 279 finished with values: [0.26499719050544257, 2.630284070968628] and parameters: {'checks': 20, 'trees': 14, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 14, 'w2': 16}. 
[I 2021-06-19 13:28:04,703] Trial 280 finished with values: [0.27650139407041896, 2.873891592025757] and parameters: {'checks': 40, 'trees': 8, 'n_ratio': 0.7492482924832433, 'nskip': 8, 'w1': 8, 'w2': 16}. 
[I 2021-06-19 13:28:07,301] Trial 281 finished with values: [0.2310508634330304, 2.5945005416870117] and parameters: {'checks': 30, 'trees': 9, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 23, 'w2': 26}. 
[I 2021-06-19 13:28:10,093] Trial 282 finished with values: [0.24380134326987216, 2.789670467376709] and parameters: {'checks': 10, 'trees': 12, 'n_ratio': 0.6415492259649922, 'nskip': 8, 'w1': 8, 'w2': 28}. 
[I 2021-06-19 13:28:10,270] Trial 283 finished with values: [inf, inf] and parameters: {'checks': 10, 'trees': 8, 'n_ratio': 0.31957235368677656, 'nskip': 10, 'w1': 2, 'w2': 19}. 
[I 2021-06-19 13:28:13,092] Trial 284 finished with values: [0.23995650062545518, 2.811445713043213] and parameters: {'checks': 20, 'trees': 12, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 8, 'w2': 24}. 
[I 2021-06-19 13:28:13,270] Trial 285 finished with values: [inf, inf] and parameters: {'checks': 20, 'trees': 14, 'n_ratio': 0.4674815873260936, 'nskip': 10, 'w1': 10, 'w2': 20}. 
[I 2021-06-19 13:28:15,884] Trial 286 finished with values: [0.2338647707524082, 2.610684871673584] and parameters: {'checks': 20, 'trees': 7, 'n_ratio': 0.7735969047093239, 'nskip': 10, 'w1': 17, 'w2': 26}. 
[I 2021-06-19 13:28:18,609] Trial 287 finished with values: [0.24160172743753103, 2.722459077835083] and parameters: {'checks': 20, 'trees': 7, 'n_ratio': 0.7735969047093239, 'nskip': 10, 'w1': 8, 'w2': 26}. 
[I 2021-06-19 13:28:21,193] Trial 288 finished with values: [0.2744817369676064, 2.5818116664886475] and parameters: {'checks': 10, 'trees': 13, 'n_ratio': 0.6075692528108703, 'nskip': 10, 'w1': 9, 'w2': 14}. 
[I 2021-06-19 13:28:24,032] Trial 289 finished with values: [0.2353610950270431, 2.836411714553833] and parameters: {'checks': 60, 'trees': 9, 'n_ratio': 0.6707151259602254, 'nskip': 9, 'w1': 22, 'w2': 25}. 
[I 2021-06-19 13:28:26,650] Trial 290 finished with values: [0.23058994916025227, 2.616124391555786] and parameters: {'checks': 20, 'trees': 12, 'n_ratio': 0.7815688639630782, 'nskip': 10, 'w1': 22, 'w2': 24}. 
[I 2021-06-19 13:28:29,479] Trial 291 finished with values: [0.3153820705628546, 2.8258774280548096] and parameters: {'checks': 10, 'trees': 9, 'n_ratio': 0.7815688639630782, 'nskip': 8, 'w1': 14, 'w2': 5}. 
[I 2021-06-19 13:28:32,102] Trial 292 finished with values: [0.23526610977773318, 2.6216466426849365] and parameters: {'checks': 50, 'trees': 8, 'n_ratio': 0.6980097073710616, 'nskip': 10, 'w1': 18, 'w2': 28}. 
[I 2021-06-19 13:28:34,878] Trial 293 finished with values: [0.2708830534406449, 2.7735464572906494] and parameters: {'checks': 40, 'trees': 12, 'n_ratio': 0.7735969047093239, 'nskip': 10, 'w1': 20, 'w2': 11}. 
[I 2021-06-19 13:28:37,617] Trial 294 finished with values: [0.24407896990959202, 2.7363803386688232] and parameters: {'checks': 40, 'trees': 1, 'n_ratio': 0.7735969047093239, 'nskip': 8, 'w1': 8, 'w2': 27}. 
[I 2021-06-19 13:28:40,388] Trial 295 finished with values: [0.27532372896349183, 2.7678892612457275] and parameters: {'checks': 30, 'trees': 12, 'n_ratio': 0.6314256997385901, 'nskip': 10, 'w1': 7, 'w2': 13}. 
[I 2021-06-19 13:28:43,221] Trial 296 finished with values: [0.24037682168110122, 2.8302853107452393] and parameters: {'checks': 20, 'trees': 13, 'n_ratio': 0.865458317883941, 'nskip': 8, 'w1': 12, 'w2': 27}. 
[I 2021-06-19 13:28:45,949] Trial 297 finished with values: [0.23252669552258456, 2.726438283920288] and parameters: {'checks': 20, 'trees': 5, 'n_ratio': 0.7492482924832433, 'nskip': 10, 'w1': 30, 'w2': 24}. 
[I 2021-06-19 13:28:51,575] Trial 298 finished with values: [0.30291242064911605, 5.622474431991577] and parameters: {'checks': 10, 'trees': 9, 'n_ratio': 0.6980097073710616, 'nskip': 1, 'w1': 9, 'w2': 30}. 
[I 2021-06-19 13:28:54,440] Trial 299 finished with values: [0.2498096862222685, 2.8632166385650635] and parameters: {'checks': 10, 'trees': 9, 'n_ratio': 0.7815688639630782, 'nskip': 8, 'w1': 20, 'w2': 23}. 
[I 2021-06-19 13:30:08,527] Trial 300 finished with values: [0.2950917350392898, 2.609224557876587] and parameters: {'checks': 50, 'trees': 1, 'n_ratio': 0.6980097073710616, 'nskip': 10, 'w1': 18, 'w2': 6}.

Find your images and video at /data/outputs/video_optimization/result_300_0.2950917350392898_2.609224557876587.mp4

[I 2021-06-19 13:30:11,319] Trial 301 finished with values: [0.23495339608039625, 2.789083242416382] and parameters: {'checks': 20, 'trees': 10, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 14, 'w2': 26}. 
[I 2021-06-19 13:30:13,893] Trial 302 finished with values: [0.23305411050336777, 2.5712265968322754] and parameters: {'checks': 50, 'trees': 1, 'n_ratio': 0.8047024443354969, 'nskip': 10, 'w1': 22, 'w2': 26}. 
[I 2021-06-19 13:30:16,651] Trial 303 finished with values: [0.22775824097561426, 2.755613088607788] and parameters: {'checks': 20, 'trees': 9, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 23, 'w2': 27}. 
[I 2021-06-19 13:30:19,281] Trial 304 finished with values: [0.23957306843037715, 2.6268246173858643] and parameters: {'checks': 20, 'trees': 10, 'n_ratio': 0.8809483655485739, 'nskip': 10, 'w1': 13, 'w2': 26}. 
[I 2021-06-19 13:30:22,709] Trial 305 finished with values: [0.3172217520114126, 3.425940990447998] and parameters: {'checks': 80, 'trees': 9, 'n_ratio': 0.7678084037913497, 'nskip': 5, 'w1': 8, 'w2': 7}. 
[I 2021-06-19 13:30:25,302] Trial 306 finished with values: [0.2766422046664165, 2.5894644260406494] and parameters: {'checks': 20, 'trees': 5, 'n_ratio': 0.7735969047093239, 'nskip': 10, 'w1': 10, 'w2': 12}. 
[I 2021-06-19 13:30:27,891] Trial 307 finished with values: [0.27645972770958, 2.586766242980957] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.865458317883941, 'nskip': 10, 'w1': 7, 'w2': 12}. 
[I 2021-06-19 13:30:30,625] Trial 308 finished with values: [0.27225447134059505, 2.731074333190918] and parameters: {'checks': 20, 'trees': 9, 'n_ratio': 0.8437471395365248, 'nskip': 10, 'w1': 7, 'w2': 13}. 
[I 2021-06-19 13:30:31,091] Trial 309 finished with values: [inf, inf] and parameters: {'checks': 50, 'trees': 8, 'n_ratio': 0.5884666009180971, 'nskip': 10, 'w1': 17, 'w2': 13}. 
[I 2021-06-19 13:30:33,921] Trial 310 finished with values: [0.32047745008310363, 2.8257102966308594] and parameters: {'checks': 20, 'trees': 4, 'n_ratio': 0.8082700049365283, 'nskip': 10, 'w1': 17, 'w2': 1}. 
[I 2021-06-19 13:30:36,509] Trial 311 finished with values: [0.23665648887020463, 2.585526943206787] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.865458317883941, 'nskip': 10, 'w1': 9, 'w2': 25}. 
[I 2021-06-19 13:30:39,154] Trial 312 finished with values: [0.2720953189391036, 2.641822576522827] and parameters: {'checks': 20, 'trees': 12, 'n_ratio': 0.7815688639630782, 'nskip': 10, 'w1': 20, 'w2': 12}. 
[I 2021-06-19 13:30:41,877] Trial 313 finished with values: [0.23506549261147655, 2.7207694053649902] and parameters: {'checks': 10, 'trees': 9, 'n_ratio': 0.7735969047093239, 'nskip': 10, 'w1': 20, 'w2': 26}. 
[I 2021-06-19 13:30:44,514] Trial 314 finished with values: [0.23262859238975675, 2.6350197792053223] and parameters: {'checks': 20, 'trees': 7, 'n_ratio': 0.7735969047093239, 'nskip': 10, 'w1': 17, 'w2': 26}. 
[I 2021-06-19 13:30:47,222] Trial 315 finished with values: [0.23050143247643176, 2.705486536026001] and parameters: {'checks': 30, 'trees': 8, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 23, 'w2': 28}. 
[I 2021-06-19 13:30:49,722] Trial 316 finished with values: [0.23700153092457535, 2.497567653656006] and parameters: {'checks': 10, 'trees': 1, 'n_ratio': 0.603627004462215, 'nskip': 10, 'w1': 8, 'w2': 25}. 
[I 2021-06-19 13:30:49,892] Trial 317 finished with values: [inf, inf] and parameters: {'checks': 50, 'trees': 7, 'n_ratio': 0.34581805610369554, 'nskip': 2, 'w1': 30, 'w2': 14}. 
[I 2021-06-19 13:30:52,686] Trial 318 finished with values: [0.2717208632816594, 2.7871811389923096] and parameters: {'checks': 10, 'trees': 13, 'n_ratio': 0.7815688639630782, 'nskip': 10, 'w1': 4, 'w2': 12}. 
[I 2021-06-19 13:30:55,359] Trial 319 finished with values: [0.2578459184163973, 2.6707260608673096] and parameters: {'checks': 20, 'trees': 8, 'n_ratio': 0.7815688639630782, 'nskip': 10, 'w1': 18, 'w2': 16}. 
[I 2021-06-19 13:30:58,167] Trial 320 finished with values: [0.23801607203446243, 2.805189371109009] and parameters: {'checks': 70, 'trees': 8, 'n_ratio': 0.9087442635835989, 'nskip': 10, 'w1': 18, 'w2': 23}. 
[I 2021-06-19 13:31:00,845] Trial 321 finished with values: [0.24380457357624122, 2.6759560108184814] and parameters: {'checks': 60, 'trees': 7, 'n_ratio': 0.7781037315097247, 'nskip': 9, 'w1': 6, 'w2': 25}. 
[I 2021-06-19 13:31:03,668] Trial 322 finished with values: [0.2399454458214431, 2.8198585510253906] and parameters: {'checks': 60, 'trees': 1, 'n_ratio': 0.6314256997385901, 'nskip': 9, 'w1': 22, 'w2': 24}. 
[I 2021-06-19 13:31:06,286] Trial 323 finished with values: [0.23544183145303618, 2.6155614852905273] and parameters: {'checks': 20, 'trees': 5, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 30, 'w2': 26}. 
[I 2021-06-19 13:31:09,032] Trial 324 finished with values: [0.2342964252904683, 2.7441444396972656] and parameters: {'checks': 40, 'trees': 8, 'n_ratio': 0.7815688639630782, 'nskip': 9, 'w1': 14, 'w2': 28}. 
[I 2021-06-19 13:31:11,775] Trial 325 finished with values: [0.24629511406273835, 2.739866018295288] and parameters: {'checks': 20, 'trees': 15, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 9, 'w2': 20}. 
[I 2021-06-19 13:31:14,389] Trial 326 finished with values: [0.2880023633886304, 2.6110990047454834] and parameters: {'checks': 20, 'trees': 14, 'n_ratio': 0.7735969047093239, 'nskip': 10, 'w1': 17, 'w2': 8}. 
[I 2021-06-19 13:31:17,089] Trial 327 finished with values: [0.30789719516957953, 2.6973438262939453] and parameters: {'checks': 10, 'trees': 13, 'n_ratio': 0.6075692528108703, 'nskip': 10, 'w1': 14, 'w2': 7}. 
[I 2021-06-19 13:31:19,685] Trial 328 finished with values: [0.23270058462431303, 2.5942511558532715] and parameters: {'checks': 80, 'trees': 1, 'n_ratio': 0.865458317883941, 'nskip': 10, 'w1': 22, 'w2': 25}. 
[I 2021-06-19 13:31:22,356] Trial 329 finished with values: [0.24144495602484115, 2.6678895950317383] and parameters: {'checks': 30, 'trees': 1, 'n_ratio': 0.6314256997385901, 'nskip': 10, 'w1': 14, 'w2': 24}. 
[I 2021-06-19 13:31:24,985] Trial 330 finished with values: [0.2376452411105232, 2.6265246868133545] and parameters: {'checks': 50, 'trees': 15, 'n_ratio': 0.6980097073710616, 'nskip': 10, 'w1': 30, 'w2': 28}. 
[I 2021-06-19 13:31:27,532] Trial 331 finished with values: [0.25157715189403784, 2.5450246334075928] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.7735969047093239, 'nskip': 10, 'w1': 10, 'w2': 19}. 
[I 2021-06-19 13:31:30,232] Trial 332 finished with values: [0.26752857325781787, 2.697453260421753] and parameters: {'checks': 10, 'trees': 4, 'n_ratio': 0.7851852508309797, 'nskip': 10, 'w1': 14, 'w2': 13}. 
[I 2021-06-19 13:31:30,660] Trial 333 finished with values: [inf, inf] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.603627004462215, 'nskip': 10, 'w1': 10, 'w2': 25}. 
[I 2021-06-19 13:31:33,597] Trial 334 finished with values: [0.23878914089037215, 2.9331281185150146] and parameters: {'checks': 40, 'trees': 13, 'n_ratio': 0.6707151259602254, 'nskip': 9, 'w1': 10, 'w2': 25}. 
[I 2021-06-19 13:31:36,249] Trial 335 finished with values: [0.2387393058197284, 2.6488037109375] and parameters: {'checks': 20, 'trees': 12, 'n_ratio': 0.7492482924832433, 'nskip': 9, 'w1': 22, 'w2': 25}. 
[I 2021-06-19 13:31:40,479] Trial 336 finished with values: [0.4194701840745474, 4.227606534957886] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.6314256997385901, 'nskip': 2, 'w1': 17, 'w2': 1}. 
[I 2021-06-19 13:31:43,514] Trial 337 finished with values: [0.257073908564864, 3.032853126525879] and parameters: {'checks': 20, 'trees': 12, 'n_ratio': 0.7815688639630782, 'nskip': 7, 'w1': 22, 'w2': 24}. 
[I 2021-06-19 13:31:46,098] Trial 338 finished with values: [0.23468882420470522, 2.5807862281799316] and parameters: {'checks': 70, 'trees': 2, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 14, 'w2': 26}. 
[I 2021-06-19 13:31:48,813] Trial 339 finished with values: [0.23427481147114312, 2.712770938873291] and parameters: {'checks': 20, 'trees': 12, 'n_ratio': 0.7492482924832433, 'nskip': 10, 'w1': 18, 'w2': 28}. 
[I 2021-06-19 13:31:51,441] Trial 340 finished with values: [0.2370513109367278, 2.6257708072662354] and parameters: {'checks': 50, 'trees': 8, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 18, 'w2': 28}. 
[I 2021-06-19 13:31:54,457] Trial 341 finished with values: [0.2394519937031099, 3.0129544734954834] and parameters: {'checks': 60, 'trees': 9, 'n_ratio': 0.9712656263592254, 'nskip': 10, 'w1': 8, 'w2': 25}. 
[I 2021-06-19 13:31:54,848] Trial 342 finished with values: [inf, inf] and parameters: {'checks': 50, 'trees': 8, 'n_ratio': 0.5110378753677389, 'nskip': 8, 'w1': 17, 'w2': 1}. 
[I 2021-06-19 13:31:57,520] Trial 343 finished with values: [0.2630685368865098, 2.6686301231384277] and parameters: {'checks': 50, 'trees': 7, 'n_ratio': 0.769694128249329, 'nskip': 10, 'w1': 24, 'w2': 14}. 
[I 2021-06-19 13:32:00,218] Trial 344 finished with values: [0.2467420430546695, 2.695603370666504] and parameters: {'checks': 10, 'trees': 2, 'n_ratio': 0.7815688639630782, 'nskip': 10, 'w1': 10, 'w2': 20}. 
[I 2021-06-19 13:32:02,876] Trial 345 finished with values: [0.2402970156607516, 2.6552116870880127] and parameters: {'checks': 20, 'trees': 7, 'n_ratio': 0.7735969047093239, 'nskip': 10, 'w1': 8, 'w2': 24}. 
[I 2021-06-19 13:32:12,472] Trial 346 finished with values: [0.3424079078116521, 9.593581199645996] and parameters: {'checks': 20, 'trees': 8, 'n_ratio': 0.7735969047093239, 'nskip': 0, 'w1': 3, 'w2': 16}. 
[I 2021-06-19 13:32:15,067] Trial 347 finished with values: [0.33861409134338194, 2.592418670654297] and parameters: {'checks': 20, 'trees': 9, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 14, 'w2': 1}. 
[I 2021-06-19 13:32:17,842] Trial 348 finished with values: [0.26424699226212145, 2.7730231285095215] and parameters: {'checks': 10, 'trees': 14, 'n_ratio': 0.7815688639630782, 'nskip': 10, 'w1': 5, 'w2': 16}. 
[I 2021-06-19 13:32:20,425] Trial 349 finished with values: [0.26403935993722066, 2.579819679260254] and parameters: {'checks': 10, 'trees': 7, 'n_ratio': 0.769694128249329, 'nskip': 10, 'w1': 24, 'w2': 14}. 
[I 2021-06-19 13:32:23,175] Trial 350 finished with values: [0.3393431319489218, 2.7027387619018555] and parameters: {'checks': 20, 'trees': 8, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 17, 'w2': 1}. 
[I 2021-06-19 13:32:25,816] Trial 351 finished with values: [0.2319325426478767, 2.638747215270996] and parameters: {'checks': 20, 'trees': 7, 'n_ratio': 0.7735969047093239, 'nskip': 10, 'w1': 17, 'w2': 26}. 
[I 2021-06-19 13:32:25,992] Trial 352 finished with values: [inf, inf] and parameters: {'checks': 70, 'trees': 8, 'n_ratio': 0.38455983525866444, 'nskip': 10, 'w1': 5, 'w2': 20}. 
[I 2021-06-19 13:32:28,745] Trial 353 finished with values: [0.23443907065871053, 2.749061107635498] and parameters: {'checks': 20, 'trees': 7, 'n_ratio': 0.9455410306904246, 'nskip': 10, 'w1': 22, 'w2': 25}. 
[I 2021-06-19 13:32:29,773] Trial 354 finished with values: [inf, inf] and parameters: {'checks': 70, 'trees': 1, 'n_ratio': 0.603627004462215, 'nskip': 3, 'w1': 21, 'w2': 25}. 
[I 2021-06-19 13:32:32,572] Trial 355 finished with values: [0.29402667747753347, 2.7944130897521973] and parameters: {'checks': 50, 'trees': 1, 'n_ratio': 0.7815688639630782, 'nskip': 10, 'w1': 22, 'w2': 2}. 
[I 2021-06-19 13:32:35,125] Trial 356 finished with values: [0.23965232404675835, 2.5500478744506836] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.865458317883941, 'nskip': 10, 'w1': 11, 'w2': 23}. 
[I 2021-06-19 13:32:35,771] Trial 357 finished with values: [inf, inf] and parameters: {'checks': 20, 'trees': 12, 'n_ratio': 0.5961059959716198, 'nskip': 10, 'w1': 10, 'w2': 26}. 
[I 2021-06-19 13:32:38,554] Trial 358 finished with values: [0.27417524913898395, 2.76878023147583] and parameters: {'checks': 40, 'trees': 15, 'n_ratio': 0.7838220504604831, 'nskip': 9, 'w1': 18, 'w2': 13}. 
[I 2021-06-19 13:32:38,787] Trial 359 finished with values: [inf, inf] and parameters: {'checks': 20, 'trees': 7, 'n_ratio': 0.4518051289473637, 'nskip': 10, 'w1': 24, 'w2': 14}. 
[I 2021-06-19 13:32:41,986] Trial 360 finished with values: [0.260052625513321, 3.194523572921753] and parameters: {'checks': 50, 'trees': 12, 'n_ratio': 0.8047024443354969, 'nskip': 6, 'w1': 22, 'w2': 26}. 
[I 2021-06-19 13:32:44,625] Trial 361 finished with values: [0.29550483598186505, 2.635632038116455] and parameters: {'checks': 30, 'trees': 9, 'n_ratio': 0.6533493537291565, 'nskip': 10, 'w1': 9, 'w2': 8}. 
[I 2021-06-19 13:32:47,257] Trial 362 finished with values: [0.2350009336029497, 2.629573345184326] and parameters: {'checks': 20, 'trees': 12, 'n_ratio': 0.7815688639630782, 'nskip': 10, 'w1': 22, 'w2': 24}. 
[I 2021-06-19 13:32:47,505] Trial 363 finished with values: [inf, inf] and parameters: {'checks': 20, 'trees': 9, 'n_ratio': 0.4455939398031413, 'nskip': 10, 'w1': 23, 'w2': 26}. 
[I 2021-06-19 13:32:50,259] Trial 364 finished with values: [0.2650344751884752, 2.749685287475586] and parameters: {'checks': 20, 'trees': 7, 'n_ratio': 0.7492482924832433, 'nskip': 10, 'w1': 9, 'w2': 16}. 
[I 2021-06-19 13:32:50,697] Trial 365 finished with values: [inf, inf] and parameters: {'checks': 20, 'trees': 2, 'n_ratio': 0.603627004462215, 'nskip': 10, 'w1': 20, 'w2': 14}. 
[I 2021-06-19 13:32:53,294] Trial 366 finished with values: [0.23007573610046997, 2.5833914279937744] and parameters: {'checks': 20, 'trees': 9, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 30, 'w2': 27}. 
[I 2021-06-19 13:32:55,995] Trial 367 finished with values: [0.2345945291578824, 2.6990928649902344] and parameters: {'checks': 20, 'trees': 12, 'n_ratio': 0.7039382016603601, 'nskip': 10, 'w1': 14, 'w2': 24}. 
[I 2021-06-19 13:32:58,559] Trial 368 finished with values: [0.2680248205035574, 2.561056613922119] and parameters: {'checks': 10, 'trees': 7, 'n_ratio': 0.769694128249329, 'nskip': 10, 'w1': 14, 'w2': 14}. 
[I 2021-06-19 13:33:01,361] Trial 369 finished with values: [0.23356977376139146, 2.798985004425049] and parameters: {'checks': 70, 'trees': 15, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 14, 'w2': 26}. 
[I 2021-06-19 13:33:03,974] Trial 370 finished with values: [0.23648638371931308, 2.6105382442474365] and parameters: {'checks': 20, 'trees': 14, 'n_ratio': 0.6459572122253778, 'nskip': 10, 'w1': 10, 'w2': 24}. 
[I 2021-06-19 13:33:06,699] Trial 371 finished with values: [0.26714735464664263, 2.7225778102874756] and parameters: {'checks': 50, 'trees': 8, 'n_ratio': 0.6980097073710616, 'nskip': 10, 'w1': 4, 'w2': 14}. 
[I 2021-06-19 13:33:09,296] Trial 372 finished with values: [0.24093894575471905, 2.5939812660217285] and parameters: {'checks': 20, 'trees': 8, 'n_ratio': 0.7492482924832433, 'nskip': 10, 'w1': 3, 'w2': 24}. 
[I 2021-06-19 13:33:18,514] Trial 373 finished with values: [0.3469695952068695, 9.216058254241943] and parameters: {'checks': 30, 'trees': 2, 'n_ratio': 0.6707151259602254, 'nskip': 0, 'w1': 2, 'w2': 19}. 
[I 2021-06-19 13:33:21,097] Trial 374 finished with values: [0.2272299928408687, 2.5800957679748535] and parameters: {'checks': 20, 'trees': 9, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 30, 'w2': 26}. 
[I 2021-06-19 13:33:23,792] Trial 375 finished with values: [0.24363840569934592, 2.692328929901123] and parameters: {'checks': 20, 'trees': 12, 'n_ratio': 0.7492482924832433, 'nskip': 10, 'w1': 2, 'w2': 26}. 
[I 2021-06-19 13:33:26,612] Trial 376 finished with values: [0.24020016696322105, 2.816983699798584] and parameters: {'checks': 50, 'trees': 15, 'n_ratio': 0.6980097073710616, 'nskip': 10, 'w1': 9, 'w2': 28}. 
[I 2021-06-19 13:33:29,425] Trial 377 finished with values: [0.24284182841778318, 2.8112142086029053] and parameters: {'checks': 70, 'trees': 2, 'n_ratio': 0.7044121314824888, 'nskip': 8, 'w1': 14, 'w2': 26}. 
[I 2021-06-19 13:33:32,972] Trial 378 finished with values: [0.2757300393228678, 3.5438361167907715] and parameters: {'checks': 40, 'trees': 7, 'n_ratio': 0.7449417190855463, 'nskip': 4, 'w1': 8, 'w2': 26}. 
[I 2021-06-19 13:33:35,628] Trial 379 finished with values: [0.2964822479910596, 2.653632879257202] and parameters: {'checks': 20, 'trees': 7, 'n_ratio': 0.7898533746969818, 'nskip': 9, 'w1': 30, 'w2': 7}. 
[I 2021-06-19 13:33:38,392] Trial 380 finished with values: [0.235933269907407, 2.7605693340301514] and parameters: {'checks': 20, 'trees': 12, 'n_ratio': 0.7492482924832433, 'nskip': 10, 'w1': 18, 'w2': 28}. 
[I 2021-06-19 13:33:41,002] Trial 381 finished with values: [0.2346154994181938, 2.60836124420166] and parameters: {'checks': 20, 'trees': 9, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 18, 'w2': 26}. 
[I 2021-06-19 13:33:43,707] Trial 382 finished with values: [0.2367601673472182, 2.702258348464966] and parameters: {'checks': 80, 'trees': 9, 'n_ratio': 0.865458317883941, 'nskip': 10, 'w1': 14, 'w2': 25}. 
[I 2021-06-19 13:33:46,408] Trial 383 finished with values: [0.23968898572315214, 2.6980063915252686] and parameters: {'checks': 10, 'trees': 1, 'n_ratio': 0.6415492259649922, 'nskip': 10, 'w1': 8, 'w2': 23}. 
[I 2021-06-19 13:33:48,963] Trial 384 finished with values: [0.3522730042516631, 2.552604913711548] and parameters: {'checks': 20, 'trees': 5, 'n_ratio': 0.6314256997385901, 'nskip': 10, 'w1': 30, 'w2': 1}. 
[I 2021-06-19 13:33:51,674] Trial 385 finished with values: [0.22876653589056015, 2.7090344429016113] and parameters: {'checks': 20, 'trees': 12, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 23, 'w2': 27}. 
[I 2021-06-19 13:33:54,330] Trial 386 finished with values: [0.2325964968179589, 2.653608798980713] and parameters: {'checks': 20, 'trees': 12, 'n_ratio': 0.7815688639630782, 'nskip': 10, 'w1': 22, 'w2': 24}. 
[I 2021-06-19 13:33:57,225] Trial 387 finished with values: [0.2402262111988538, 2.891484498977661] and parameters: {'checks': 50, 'trees': 9, 'n_ratio': 0.9283006849250797, 'nskip': 10, 'w1': 14, 'w2': 28}. 
[I 2021-06-19 13:33:59,800] Trial 388 finished with values: [0.2513668802825081, 2.5727226734161377] and parameters: {'checks': 60, 'trees': 1, 'n_ratio': 0.6707151259602254, 'nskip': 10, 'w1': 2, 'w2': 20}. 
[I 2021-06-19 13:34:02,512] Trial 389 finished with values: [0.22944295529176298, 2.709214925765991] and parameters: {'checks': 20, 'trees': 12, 'n_ratio': 0.7492482924832433, 'nskip': 10, 'w1': 30, 'w2': 24}. 
[I 2021-06-19 13:34:05,138] Trial 390 finished with values: [0.30164923226355894, 2.6231584548950195] and parameters: {'checks': 20, 'trees': 11, 'n_ratio': 0.7492482924832433, 'nskip': 10, 'w1': 18, 'w2': 4}. 
[I 2021-06-19 13:34:07,853] Trial 391 finished with values: [0.23247107032960587, 2.712526321411133] and parameters: {'checks': 20, 'trees': 5, 'n_ratio': 0.7815688639630782, 'nskip': 10, 'w1': 22, 'w2': 24}. 
[I 2021-06-19 13:34:10,527] Trial 392 finished with values: [0.2410899785702362, 2.6717541217803955] and parameters: {'checks': 10, 'trees': 1, 'n_ratio': 0.7598381952286053, 'nskip': 10, 'w1': 8, 'w2': 23}. 
[I 2021-06-19 13:34:13,215] Trial 393 finished with values: [0.24789329794322598, 2.6847317218780518] and parameters: {'checks': 40, 'trees': 1, 'n_ratio': 0.6314256997385901, 'nskip': 10, 'w1': 25, 'w2': 19}. 
[I 2021-06-19 13:34:15,879] Trial 394 finished with values: [0.242825462187073, 2.6614415645599365] and parameters: {'checks': 70, 'trees': 9, 'n_ratio': 0.7735969047093239, 'nskip': 10, 'w1': 3, 'w2': 26}. 
[I 2021-06-19 13:34:18,543] Trial 395 finished with values: [0.2299626225857801, 2.6612751483917236] and parameters: {'checks': 50, 'trees': 1, 'n_ratio': 0.8047024443354969, 'nskip': 10, 'w1': 30, 'w2': 25}. 
[I 2021-06-19 13:34:21,130] Trial 396 finished with values: [0.23189289900962232, 2.585391044616699] and parameters: {'checks': 50, 'trees': 1, 'n_ratio': 0.7815688639630782, 'nskip': 10, 'w1': 30, 'w2': 28}. 
[I 2021-06-19 13:34:23,817] Trial 397 finished with values: [0.2363666004505801, 2.6846635341644287] and parameters: {'checks': 20, 'trees': 5, 'n_ratio': 0.7815688639630782, 'nskip': 10, 'w1': 14, 'w2': 24}. 
[I 2021-06-19 13:34:24,300] Trial 398 finished with values: [inf, inf] and parameters: {'checks': 50, 'trees': 8, 'n_ratio': 0.6065988787240697, 'nskip': 10, 'w1': 18, 'w2': 29}. 
[I 2021-06-19 13:34:26,920] Trial 399 finished with values: [0.24189633451892628, 2.599348306655884] and parameters: {'checks': 20, 'trees': 7, 'n_ratio': 0.7735969047093239, 'nskip': 10, 'w1': 8, 'w2': 22}. 
[I 2021-06-19 13:35:41,944] Trial 400 finished with values: [0.23842730095835826, 2.619511127471924] and parameters: {'checks': 20, 'trees': 11, 'n_ratio': 0.7492482924832433, 'nskip': 10, 'w1': 7, 'w2': 24}.

Find your images and video at /data/outputs/video_optimization/result_400_0.23842730095835826_2.619511127471924.mp4

[I 2021-06-19 13:35:42,413] Trial 401 finished with values: [inf, inf] and parameters: {'checks': 20, 'trees': 9, 'n_ratio': 0.5898679191845584, 'nskip': 10, 'w1': 23, 'w2': 27}. 
[I 2021-06-19 13:35:45,779] Trial 402 finished with values: [0.2671666855965335, 3.3584647178649902] and parameters: {'checks': 70, 'trees': 9, 'n_ratio': 0.865458317883941, 'nskip': 5, 'w1': 30, 'w2': 26}. 
[I 2021-06-19 13:35:48,514] Trial 403 finished with values: [0.2414906203515707, 2.7326323986053467] and parameters: {'checks': 10, 'trees': 1, 'n_ratio': 0.7815688639630782, 'nskip': 10, 'w1': 8, 'w2': 23}. 
[I 2021-06-19 13:35:51,122] Trial 404 finished with values: [0.2302808394070856, 2.6052958965301514] and parameters: {'checks': 20, 'trees': 7, 'n_ratio': 0.7039382016603601, 'nskip': 10, 'w1': 30, 'w2': 26}. 
[I 2021-06-19 13:35:53,735] Trial 405 finished with values: [0.2950707956685212, 2.610405445098877] and parameters: {'checks': 30, 'trees': 9, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 23, 'w2': 6}. 
[I 2021-06-19 13:35:56,451] Trial 406 finished with values: [0.259212348969647, 2.713716983795166] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.7492482924832433, 'nskip': 10, 'w1': 10, 'w2': 16}. 
[I 2021-06-19 13:35:59,000] Trial 407 finished with values: [0.23545041833881566, 2.546459436416626] and parameters: {'checks': 10, 'trees': 1, 'n_ratio': 0.6415492259649922, 'nskip': 10, 'w1': 19, 'w2': 23}. 
[I 2021-06-19 13:36:01,705] Trial 408 finished with values: [0.250025511312716, 2.702394723892212] and parameters: {'checks': 50, 'trees': 1, 'n_ratio': 0.8047024443354969, 'nskip': 10, 'w1': 10, 'w2': 19}. 
[I 2021-06-19 13:36:04,346] Trial 409 finished with values: [0.24140560248144197, 2.6375932693481445] and parameters: {'checks': 10, 'trees': 16, 'n_ratio': 0.6415492259649922, 'nskip': 10, 'w1': 8, 'w2': 26}. 
[I 2021-06-19 13:36:07,152] Trial 410 finished with values: [0.33723819865367033, 2.8031795024871826] and parameters: {'checks': 0, 'trees': 7, 'n_ratio': 0.769694128249329, 'nskip': 10, 'w1': 2, 'w2': 2}. 
[I 2021-06-19 13:36:09,718] Trial 411 finished with values: [0.22703627854499253, 2.563234329223633] and parameters: {'checks': 20, 'trees': 9, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 26, 'w2': 26}. 
[I 2021-06-19 13:36:12,418] Trial 412 finished with values: [0.23123216239925365, 2.698302984237671] and parameters: {'checks': 30, 'trees': 9, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 23, 'w2': 26}. 
[I 2021-06-19 13:36:14,945] Trial 413 finished with values: [0.23932056566547105, 2.524158477783203] and parameters: {'checks': 10, 'trees': 1, 'n_ratio': 0.6459572122253778, 'nskip': 10, 'w1': 10, 'w2': 23}. 
[I 2021-06-19 13:36:17,643] Trial 414 finished with values: [0.235693306529024, 2.694990873336792] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.7735969047093239, 'nskip': 10, 'w1': 16, 'w2': 24}. 
[I 2021-06-19 13:36:20,783] Trial 415 finished with values: [0.27282084964793146, 3.136988639831543] and parameters: {'checks': 20, 'trees': 7, 'n_ratio': 0.7735969047093239, 'nskip': 5, 'w1': 22, 'w2': 26}. 
[I 2021-06-19 13:36:23,632] Trial 416 finished with values: [0.23397112837593026, 2.847231149673462] and parameters: {'checks': 20, 'trees': 9, 'n_ratio': 0.865458317883941, 'nskip': 10, 'w1': 18, 'w2': 26}. 
[I 2021-06-19 13:36:26,192] Trial 417 finished with values: [0.2368799578541136, 2.5576419830322266] and parameters: {'checks': 20, 'trees': 2, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 14, 'w2': 26}. 
[I 2021-06-19 13:36:28,920] Trial 418 finished with values: [0.23569700314531575, 2.7248997688293457] and parameters: {'checks': 20, 'trees': 12, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 14, 'w2': 26}. 
[I 2021-06-19 13:36:29,260] Trial 419 finished with values: [inf, inf] and parameters: {'checks': 10, 'trees': 1, 'n_ratio': 0.5133236826022587, 'nskip': 10, 'w1': 22, 'w2': 2}. 
[I 2021-06-19 13:36:31,879] Trial 420 finished with values: [0.2529489460541765, 2.61220383644104] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.8047024443354969, 'nskip': 10, 'w1': 22, 'w2': 18}. 
[I 2021-06-19 13:36:34,593] Trial 421 finished with values: [0.24833866324060314, 2.711425542831421] and parameters: {'checks': 20, 'trees': 9, 'n_ratio': 0.6707151259602254, 'nskip': 10, 'w1': 30, 'w2': 20}. 
[I 2021-06-19 13:36:37,123] Trial 422 finished with values: [0.2821367734384623, 2.5268406867980957] and parameters: {'checks': 10, 'trees': 1, 'n_ratio': 0.603627004462215, 'nskip': 10, 'w1': 18, 'w2': 12}. 
[I 2021-06-19 13:36:39,843] Trial 423 finished with values: [0.2355669533752315, 2.71695876121521] and parameters: {'checks': 80, 'trees': 13, 'n_ratio': 0.865458317883941, 'nskip': 10, 'w1': 14, 'w2': 24}. 
[I 2021-06-19 13:36:42,589] Trial 424 finished with values: [0.22858906903703785, 2.744351863861084] and parameters: {'checks': 20, 'trees': 7, 'n_ratio': 0.603627004462215, 'nskip': 10, 'w1': 24, 'w2': 25}. 
[I 2021-06-19 13:36:48,204] Trial 425 finished with values: [0.3079888685528875, 5.612145662307739] and parameters: {'checks': 20, 'trees': 9, 'n_ratio': 0.6314256997385901, 'nskip': 1, 'w1': 14, 'w2': 24}. 
[I 2021-06-19 13:36:50,942] Trial 426 finished with values: [0.24569272291951408, 2.734656572341919] and parameters: {'checks': 20, 'trees': 12, 'n_ratio': 0.7815688639630782, 'nskip': 10, 'w1': 22, 'w2': 20}. 
[I 2021-06-19 13:36:53,507] Trial 427 finished with values: [0.2376773617378261, 2.562664031982422] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.7492482924832433, 'nskip': 10, 'w1': 30, 'w2': 24}. 
[I 2021-06-19 13:36:56,465] Trial 428 finished with values: [0.23285909986297149, 2.955146312713623] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.9612981322832199, 'nskip': 10, 'w1': 30, 'w2': 24}. 
[I 2021-06-19 13:36:59,086] Trial 429 finished with values: [0.23150077804831393, 2.619004726409912] and parameters: {'checks': 10, 'trees': 12, 'n_ratio': 0.7492482924832433, 'nskip': 10, 'w1': 30, 'w2': 23}. 
[I 2021-06-19 13:37:01,789] Trial 430 finished with values: [0.23541360264940495, 2.7009456157684326] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.865458317883941, 'nskip': 10, 'w1': 17, 'w2': 26}. 
[I 2021-06-19 13:37:04,450] Trial 431 finished with values: [0.23277696705575238, 2.658055305480957] and parameters: {'checks': 30, 'trees': 11, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 30, 'w2': 27}. 
[I 2021-06-19 13:37:07,134] Trial 432 finished with values: [0.2328381657078099, 2.68087100982666] and parameters: {'checks': 100, 'trees': 1, 'n_ratio': 0.865458317883941, 'nskip': 10, 'w1': 18, 'w2': 26}. 
[I 2021-06-19 13:37:09,666] Trial 433 finished with values: [0.23921306994758965, 2.5292632579803467] and parameters: {'checks': 10, 'trees': 1, 'n_ratio': 0.603627004462215, 'nskip': 10, 'w1': 27, 'w2': 23}. 
[I 2021-06-19 13:37:19,169] Trial 434 finished with values: [0.4988300025687973, 9.500344276428223] and parameters: {'checks': 100, 'trees': 1, 'n_ratio': 0.8047024443354969, 'nskip': 0, 'w1': 9, 'w2': 2}. 
[I 2021-06-19 13:37:21,768] Trial 435 finished with values: [0.2430275167592464, 2.5956783294677734] and parameters: {'checks': 30, 'trees': 12, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 22, 'w2': 21}. 
[I 2021-06-19 13:37:24,408] Trial 436 finished with values: [0.2351529879828192, 2.6371965408325195] and parameters: {'checks': 20, 'trees': 5, 'n_ratio': 0.7815688639630782, 'nskip': 10, 'w1': 23, 'w2': 27}. 
[I 2021-06-19 13:37:27,098] Trial 437 finished with values: [0.23146915033091073, 2.6872031688690186] and parameters: {'checks': 20, 'trees': 5, 'n_ratio': 0.6314256997385901, 'nskip': 10, 'w1': 22, 'w2': 27}. 
[I 2021-06-19 13:37:29,687] Trial 438 finished with values: [0.23608400214095998, 2.5866715908050537] and parameters: {'checks': 20, 'trees': 7, 'n_ratio': 0.769694128249329, 'nskip': 10, 'w1': 14, 'w2': 24}. 
[I 2021-06-19 13:37:32,458] Trial 439 finished with values: [0.2662192616968518, 2.768588066101074] and parameters: {'checks': 20, 'trees': 14, 'n_ratio': 0.6459572122253778, 'nskip': 10, 'w1': 10, 'w2': 16}. 
[I 2021-06-19 13:37:35,057] Trial 440 finished with values: [0.2891552440598928, 2.595886707305908] and parameters: {'checks': 80, 'trees': 1, 'n_ratio': 0.865458317883941, 'nskip': 10, 'w1': 10, 'w2': 10}. 
[I 2021-06-19 13:37:37,815] Trial 441 finished with values: [0.25489543934763204, 2.7552754878997803] and parameters: {'checks': 40, 'trees': 12, 'n_ratio': 0.6707151259602254, 'nskip': 10, 'w1': 2, 'w2': 19}. 
[I 2021-06-19 13:37:41,365] Trial 442 finished with values: [0.37211939175575826, 3.5475375652313232] and parameters: {'checks': 90, 'trees': 7, 'n_ratio': 0.6314256997385901, 'nskip': 4, 'w1': 21, 'w2': 1}. 
[I 2021-06-19 13:37:44,070] Trial 443 finished with values: [0.24328891649153184, 2.7020254135131836] and parameters: {'checks': 20, 'trees': 9, 'n_ratio': 0.7492482924832433, 'nskip': 10, 'w1': 3, 'w2': 24}. 
[I 2021-06-19 13:37:46,709] Trial 444 finished with values: [0.2322203442346405, 2.6365714073181152] and parameters: {'checks': 60, 'trees': 4, 'n_ratio': 0.6707151259602254, 'nskip': 10, 'w1': 30, 'w2': 26}. 
[I 2021-06-19 13:37:49,339] Trial 445 finished with values: [0.2310046798038558, 2.627147674560547] and parameters: {'checks': 50, 'trees': 9, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 23, 'w2': 26}. 
[I 2021-06-19 13:37:53,845] Trial 446 finished with values: [0.2989786883325319, 4.503436326980591] and parameters: {'checks': 60, 'trees': 1, 'n_ratio': 0.865458317883941, 'nskip': 2, 'w1': 11, 'w2': 23}. 
[I 2021-06-19 13:37:56,431] Trial 447 finished with values: [0.30672407724684003, 2.583127498626709] and parameters: {'checks': 10, 'trees': 7, 'n_ratio': 0.7492482924832433, 'nskip': 10, 'w1': 30, 'w2': 1}. 
[I 2021-06-19 13:37:59,905] Trial 448 finished with values: [0.28193525132743896, 3.4712133407592773] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.865458317883941, 'nskip': 4, 'w1': 2, 'w2': 23}. 
[I 2021-06-19 13:38:02,629] Trial 449 finished with values: [0.2303830414474414, 2.7208173274993896] and parameters: {'checks': 20, 'trees': 14, 'n_ratio': 0.6459572122253778, 'nskip': 10, 'w1': 22, 'w2': 24}. 
[I 2021-06-19 13:38:05,395] Trial 450 finished with values: [0.2455660465073829, 2.717334032058716] and parameters: {'checks': 20, 'trees': 9, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 3, 'w2': 27}. 
[I 2021-06-19 13:38:08,076] Trial 451 finished with values: [0.23457753000151113, 2.6788883209228516] and parameters: {'checks': 20, 'trees': 13, 'n_ratio': 0.603627004462215, 'nskip': 10, 'w1': 30, 'w2': 26}. 
[I 2021-06-19 13:38:10,892] Trial 452 finished with values: [0.23487450043971872, 2.8133041858673096] and parameters: {'checks': 20, 'trees': 14, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 18, 'w2': 26}. 
[I 2021-06-19 13:38:13,631] Trial 453 finished with values: [0.23074897251614138, 2.736018419265747] and parameters: {'checks': 30, 'trees': 8, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 24, 'w2': 26}. 
[I 2021-06-19 13:38:16,256] Trial 454 finished with values: [0.29184988173623183, 2.6219112873077393] and parameters: {'checks': 10, 'trees': 1, 'n_ratio': 0.644732398564264, 'nskip': 10, 'w1': 10, 'w2': 11}. 
[I 2021-06-19 13:38:18,800] Trial 455 finished with values: [0.23974299167654528, 2.54082989692688] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.6415492259649922, 'nskip': 10, 'w1': 10, 'w2': 27}. 
[I 2021-06-19 13:38:21,385] Trial 456 finished with values: [0.23565081010603825, 2.5829689502716064] and parameters: {'checks': 50, 'trees': 1, 'n_ratio': 0.6459572122253778, 'nskip': 10, 'w1': 10, 'w2': 25}. 
[I 2021-06-19 13:38:24,115] Trial 457 finished with values: [0.22803802112143592, 2.726926565170288] and parameters: {'checks': 50, 'trees': 9, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 30, 'w2': 26}. 
[I 2021-06-19 13:38:26,689] Trial 458 finished with values: [0.2383030873076204, 2.571125030517578] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 8, 'w2': 25}. 
[I 2021-06-19 13:38:29,427] Trial 459 finished with values: [0.23408757981193282, 2.735703706741333] and parameters: {'checks': 20, 'trees': 12, 'n_ratio': 0.8406299022049231, 'nskip': 10, 'w1': 24, 'w2': 27}. 
[I 2021-06-19 13:38:32,822] Trial 460 finished with values: [0.282251173303482, 3.392335891723633] and parameters: {'checks': 90, 'trees': 1, 'n_ratio': 0.7735969047093239, 'nskip': 4, 'w1': 18, 'w2': 26}. 
[I 2021-06-19 13:38:35,546] Trial 461 finished with values: [0.23729862274423247, 2.720986843109131] and parameters: {'checks': 20, 'trees': 7, 'n_ratio': 0.865458317883941, 'nskip': 10, 'w1': 9, 'w2': 25}. 
[I 2021-06-19 13:38:38,067] Trial 462 finished with values: [0.23980635185018165, 2.5192172527313232] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.6314256997385901, 'nskip': 10, 'w1': 30, 'w2': 24}. 
[I 2021-06-19 13:38:41,179] Trial 463 finished with values: [0.2803041967151176, 3.1084330081939697] and parameters: {'checks': 20, 'trees': 14, 'n_ratio': 0.6314256997385901, 'nskip': 6, 'w1': 17, 'w2': 24}. 
[I 2021-06-19 13:38:43,757] Trial 464 finished with values: [0.23344828436520246, 2.575775384902954] and parameters: {'checks': 20, 'trees': 5, 'n_ratio': 0.7492482924832433, 'nskip': 10, 'w1': 23, 'w2': 27}. 
[I 2021-06-19 13:38:46,488] Trial 465 finished with values: [0.2312345094639915, 2.728186845779419] and parameters: {'checks': 30, 'trees': 9, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 23, 'w2': 26}. 
[I 2021-06-19 13:38:49,237] Trial 466 finished with values: [0.23375385013918704, 2.7461440563201904] and parameters: {'checks': 20, 'trees': 7, 'n_ratio': 0.7039382016603601, 'nskip': 10, 'w1': 24, 'w2': 26}. 
[I 2021-06-19 13:38:51,830] Trial 467 finished with values: [0.22979326088014587, 2.590102195739746] and parameters: {'checks': 20, 'trees': 9, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 23, 'w2': 27}. 
[I 2021-06-19 13:38:54,569] Trial 468 finished with values: [0.233939873177855, 2.736628770828247] and parameters: {'checks': 50, 'trees': 7, 'n_ratio': 0.8047024443354969, 'nskip': 10, 'w1': 17, 'w2': 26}. 
[I 2021-06-19 13:38:57,263] Trial 469 finished with values: [0.26255949752315255, 2.6911494731903076] and parameters: {'checks': 70, 'trees': 12, 'n_ratio': 0.7492482924832433, 'nskip': 10, 'w1': 30, 'w2': 12}. 
[I 2021-06-19 13:39:00,090] Trial 470 finished with values: [0.23326179189738674, 2.8242433071136475] and parameters: {'checks': 100, 'trees': 13, 'n_ratio': 0.7735969047093239, 'nskip': 10, 'w1': 17, 'w2': 25}. 
[I 2021-06-19 13:39:02,734] Trial 471 finished with values: [0.24945950454758506, 2.641383647918701] and parameters: {'checks': 60, 'trees': 3, 'n_ratio': 0.6615109583966832, 'nskip': 10, 'w1': 2, 'w2': 20}. 
[I 2021-06-19 13:39:05,436] Trial 472 finished with values: [0.2918085796131619, 2.699411153793335] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.865458317883941, 'nskip': 10, 'w1': 9, 'w2': 8}. 
[I 2021-06-19 13:39:08,035] Trial 473 finished with values: [0.2328491904270998, 2.596226930618286] and parameters: {'checks': 20, 'trees': 3, 'n_ratio': 0.6314256997385901, 'nskip': 10, 'w1': 14, 'w2': 24}. 
[I 2021-06-19 13:39:11,266] Trial 474 finished with values: [0.27990121502329496, 3.228330135345459] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.865458317883941, 'nskip': 5, 'w1': 10, 'w2': 20}. 
[I 2021-06-19 13:39:13,861] Trial 475 finished with values: [0.2312766284353531, 2.5929758548736572] and parameters: {'checks': 10, 'trees': 9, 'n_ratio': 0.603627004462215, 'nskip': 10, 'w1': 30, 'w2': 26}. 
[I 2021-06-19 13:39:16,529] Trial 476 finished with values: [0.23457758710907856, 2.665513515472412] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.7735969047093239, 'nskip': 10, 'w1': 14, 'w2': 24}. 
[I 2021-06-19 13:39:19,146] Trial 477 finished with values: [0.23168162408658116, 2.615096092224121] and parameters: {'checks': 50, 'trees': 1, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 22, 'w2': 26}. 
[I 2021-06-19 13:39:21,764] Trial 478 finished with values: [0.2795852839521868, 2.615429639816284] and parameters: {'checks': 10, 'trees': 9, 'n_ratio': 0.603627004462215, 'nskip': 10, 'w1': 18, 'w2': 12}. 
[I 2021-06-19 13:39:24,556] Trial 479 finished with values: [0.23324937766182488, 2.7890896797180176] and parameters: {'checks': 50, 'trees': 14, 'n_ratio': 0.769694128249329, 'nskip': 10, 'w1': 23, 'w2': 27}. 
[I 2021-06-19 13:39:27,169] Trial 480 finished with values: [0.22915072985032284, 2.610214948654175] and parameters: {'checks': 20, 'trees': 9, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 23, 'w2': 27}. 
[I 2021-06-19 13:39:27,361] Trial 481 finished with values: [inf, inf] and parameters: {'checks': 20, 'trees': 9, 'n_ratio': 0.380310765068067, 'nskip': 10, 'w1': 14, 'w2': 26}. 
[I 2021-06-19 13:39:30,117] Trial 482 finished with values: [0.25797801170658335, 2.7527852058410645] and parameters: {'checks': 10, 'trees': 7, 'n_ratio': 0.7815688639630782, 'nskip': 10, 'w1': 14, 'w2': 18}. 
[I 2021-06-19 13:39:32,736] Trial 483 finished with values: [0.23299088811882185, 2.6154286861419678] and parameters: {'checks': 40, 'trees': 3, 'n_ratio': 0.865458317883941, 'nskip': 10, 'w1': 22, 'w2': 25}. 
[I 2021-06-19 13:39:32,862] Trial 484 finished with values: [inf, inf] and parameters: {'checks': 20, 'trees': 9, 'n_ratio': 0.32366785550384075, 'nskip': 10, 'w1': 24, 'w2': 23}. 
[I 2021-06-19 13:39:35,602] Trial 485 finished with values: [0.23063732806171924, 2.7176263332366943] and parameters: {'checks': 50, 'trees': 4, 'n_ratio': 0.7039382016603601, 'nskip': 10, 'w1': 24, 'w2': 26}. 
[I 2021-06-19 13:39:38,181] Trial 486 finished with values: [0.23492243489251574, 2.5770621299743652] and parameters: {'checks': 20, 'trees': 5, 'n_ratio': 0.7492482924832433, 'nskip': 10, 'w1': 30, 'w2': 23}. 
[I 2021-06-19 13:39:40,918] Trial 487 finished with values: [0.24480364760283868, 2.734159231185913] and parameters: {'checks': 30, 'trees': 9, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 2, 'w2': 26}. 
[I 2021-06-19 13:39:43,443] Trial 488 finished with values: [0.23062192982217727, 2.523334503173828] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.7492482924832433, 'nskip': 10, 'w1': 30, 'w2': 25}. 
[I 2021-06-19 13:39:46,199] Trial 489 finished with values: [0.23254242721282578, 2.7529213428497314] and parameters: {'checks': 50, 'trees': 9, 'n_ratio': 0.8047024443354969, 'nskip': 10, 'w1': 17, 'w2': 25}. 
[I 2021-06-19 13:39:48,789] Trial 490 finished with values: [0.2348823182777339, 2.587373971939087] and parameters: {'checks': 20, 'trees': 9, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 26, 'w2': 23}. 
[I 2021-06-19 13:39:51,395] Trial 491 finished with values: [0.23234911844018988, 2.603576898574829] and parameters: {'checks': 20, 'trees': 7, 'n_ratio': 0.603627004462215, 'nskip': 10, 'w1': 24, 'w2': 26}. 
[I 2021-06-19 13:39:54,132] Trial 492 finished with values: [0.2351396561961277, 2.7342615127563477] and parameters: {'checks': 20, 'trees': 9, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 14, 'w2': 26}. 
[I 2021-06-19 13:39:56,947] Trial 493 finished with values: [0.3730440437933639, 2.812556743621826] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.6314256997385901, 'nskip': 7, 'w1': 17, 'w2': 1}. 
[I 2021-06-19 13:39:59,647] Trial 494 finished with values: [0.2316133156699617, 2.6969287395477295] and parameters: {'checks': 20, 'trees': 9, 'n_ratio': 0.7492482924832433, 'nskip': 10, 'w1': 22, 'w2': 24}. 
[I 2021-06-19 13:40:02,307] Trial 495 finished with values: [0.23120687670416387, 2.657318115234375] and parameters: {'checks': 20, 'trees': 12, 'n_ratio': 0.7735969047093239, 'nskip': 10, 'w1': 22, 'w2': 24}. 
[I 2021-06-19 13:40:05,000] Trial 496 finished with values: [0.2300176140802227, 2.6906909942626953] and parameters: {'checks': 20, 'trees': 9, 'n_ratio': 0.7156364539979995, 'nskip': 10, 'w1': 26, 'w2': 26}. 
[I 2021-06-19 13:40:07,659] Trial 497 finished with values: [0.30436497446489746, 2.656219959259033] and parameters: {'checks': 60, 'trees': 10, 'n_ratio': 0.6707151259602254, 'nskip': 10, 'w1': 2, 'w2': 5}. 
[I 2021-06-19 13:40:10,379] Trial 498 finished with values: [0.23324153642937706, 2.716662645339966] and parameters: {'checks': 20, 'trees': 2, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 30, 'w2': 26}. 
[I 2021-06-19 13:40:13,026] Trial 499 finished with values: [0.2295711606372381, 2.644043445587158] and parameters: {'checks': 50, 'trees': 9, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 23, 'w2': 26}. 
[I 2021-06-19 13:40:13,361] Trial 500 finished with values: [inf, inf] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.4742404086473852, 'nskip': 10, 'w1': 23, 'w2': 12}. 
[I 2021-06-19 13:40:16,154] Trial 501 finished with values: [0.2650635586483748, 2.788011074066162] and parameters: {'checks': 20, 'trees': 7, 'n_ratio': 0.6415492259649922, 'nskip': 10, 'w1': 30, 'w2': 17}. 
[I 2021-06-19 13:40:18,691] Trial 502 finished with values: [0.24134495473521622, 2.53403377532959] and parameters: {'checks': 20, 'trees': 9, 'n_ratio': 0.603627004462215, 'nskip': 10, 'w1': 8, 'w2': 27}. 
[I 2021-06-19 13:40:21,376] Trial 503 finished with values: [0.23380519286437265, 2.682003974914551] and parameters: {'checks': 0, 'trees': 7, 'n_ratio': 0.603627004462215, 'nskip': 10, 'w1': 24, 'w2': 25}. 
[I 2021-06-19 13:40:23,952] Trial 504 finished with values: [0.23519635907096825, 2.5736966133117676] and parameters: {'checks': 20, 'trees': 2, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 23, 'w2': 23}. 
[I 2021-06-19 13:40:26,560] Trial 505 finished with values: [0.23082767751633804, 2.6052846908569336] and parameters: {'checks': 20, 'trees': 9, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 30, 'w2': 27}. 
[I 2021-06-19 13:40:29,233] Trial 506 finished with values: [0.23932577179620995, 2.671139717102051] and parameters: {'checks': 10, 'trees': 1, 'n_ratio': 0.6459572122253778, 'nskip': 10, 'w1': 10, 'w2': 23}. 
[I 2021-06-19 13:40:31,878] Trial 507 finished with values: [0.23262076373578353, 2.642871379852295] and parameters: {'checks': 20, 'trees': 12, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 23, 'w2': 24}. 
[I 2021-06-19 13:40:34,608] Trial 508 finished with values: [0.23833330593627078, 2.726682662963867] and parameters: {'checks': 20, 'trees': 9, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 10, 'w2': 26}. 
[I 2021-06-19 13:40:37,222] Trial 509 finished with values: [0.24337165233004632, 2.6117684841156006] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.865458317883941, 'nskip': 10, 'w1': 30, 'w2': 20}. 
[I 2021-06-19 13:40:39,901] Trial 510 finished with values: [0.23231783905649303, 2.6760072708129883] and parameters: {'checks': 10, 'trees': 1, 'n_ratio': 0.6415492259649922, 'nskip': 10, 'w1': 27, 'w2': 23}. 
[I 2021-06-19 13:40:42,431] Trial 511 finished with values: [0.23318162477700333, 2.527153491973877] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.629201349454404, 'nskip': 10, 'w1': 22, 'w2': 25}. 
[I 2021-06-19 13:40:46,216] Trial 512 finished with values: [0.28514086223567814, 3.781885862350464] and parameters: {'checks': 0, 'trees': 5, 'n_ratio': 0.8047024443354969, 'nskip': 4, 'w1': 22, 'w2': 23}. 
[I 2021-06-19 13:40:48,797] Trial 513 finished with values: [0.23316687994090346, 2.5784215927124023] and parameters: {'checks': 50, 'trees': 1, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 30, 'w2': 26}. 
[I 2021-06-19 13:40:51,452] Trial 514 finished with values: [0.2409500121815233, 2.6522889137268066] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 8, 'w2': 23}. 
[I 2021-06-19 13:40:54,084] Trial 515 finished with values: [0.23289741931350946, 2.6295664310455322] and parameters: {'checks': 20, 'trees': 9, 'n_ratio': 0.7492482924832433, 'nskip': 10, 'w1': 30, 'w2': 23}. 
[I 2021-06-19 13:40:59,738] Trial 516 finished with values: [0.30801342813380395, 5.650891304016113] and parameters: {'checks': 20, 'trees': 2, 'n_ratio': 0.7492482924832433, 'nskip': 1, 'w1': 30, 'w2': 25}. 
[I 2021-06-19 13:41:00,276] Trial 517 finished with values: [inf, inf] and parameters: {'checks': 50, 'trees': 7, 'n_ratio': 0.603627004462215, 'nskip': 10, 'w1': 24, 'w2': 26}. 
[I 2021-06-19 13:41:04,553] Trial 518 finished with values: [0.3071962119922203, 4.272612810134888] and parameters: {'checks': 10, 'trees': 1, 'n_ratio': 0.7492482924832433, 'nskip': 2, 'w1': 30, 'w2': 25}. 
[I 2021-06-19 13:41:07,326] Trial 519 finished with values: [0.23119507812149595, 2.76991605758667] and parameters: {'checks': 20, 'trees': 7, 'n_ratio': 0.7039382016603601, 'nskip': 10, 'w1': 24, 'w2': 26}. 
[I 2021-06-19 13:41:07,509] Trial 520 finished with values: [inf, inf] and parameters: {'checks': 60, 'trees': 1, 'n_ratio': 0.33599596895104983, 'nskip': 10, 'w1': 30, 'w2': 27}. 
[I 2021-06-19 13:41:10,076] Trial 521 finished with values: [0.24013407496279807, 2.5408875942230225] and parameters: {'checks': 10, 'trees': 10, 'n_ratio': 0.6415492259649922, 'nskip': 10, 'w1': 8, 'w2': 23}. 
[I 2021-06-19 13:41:12,608] Trial 522 finished with values: [0.24063960540660462, 2.528625726699829] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 8, 'w2': 27}. 
[I 2021-06-19 13:41:15,304] Trial 523 finished with values: [0.2349226154759192, 2.693469524383545] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 30, 'w2': 24}. 
[I 2021-06-19 13:41:17,872] Trial 524 finished with values: [0.23914003878572562, 2.565593957901001] and parameters: {'checks': 20, 'trees': 5, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 8, 'w2': 27}. 
[I 2021-06-19 13:41:20,623] Trial 525 finished with values: [0.23570009552692192, 2.748004913330078] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.7492482924832433, 'nskip': 10, 'w1': 30, 'w2': 24}. 
[I 2021-06-19 13:41:24,408] Trial 526 finished with values: [0.286809206306517, 3.7820115089416504] and parameters: {'checks': 20, 'trees': 7, 'n_ratio': 0.7815688639630782, 'nskip': 3, 'w1': 16, 'w2': 25}. 
[I 2021-06-19 13:41:28,326] Trial 527 finished with values: [0.28416772086905867, 3.915776252746582] and parameters: {'checks': 50, 'trees': 1, 'n_ratio': 0.8047024443354969, 'nskip': 3, 'w1': 8, 'w2': 25}. 
[I 2021-06-19 13:41:37,743] Trial 528 finished with values: [0.33990371408874, 9.413723707199097] and parameters: {'checks': 10, 'trees': 9, 'n_ratio': 0.7044121314824888, 'nskip': 0, 'w1': 30, 'w2': 14}. 
[I 2021-06-19 13:41:37,922] Trial 529 finished with values: [inf, inf] and parameters: {'checks': 50, 'trees': 9, 'n_ratio': 0.3452807933413995, 'nskip': 10, 'w1': 30, 'w2': 28}. 
[I 2021-06-19 13:41:40,567] Trial 530 finished with values: [0.23133281314094353, 2.641084909439087] and parameters: {'checks': 20, 'trees': 12, 'n_ratio': 0.7492482924832433, 'nskip': 10, 'w1': 30, 'w2': 24}. 
[I 2021-06-19 13:41:46,035] Trial 531 finished with values: [0.30587730060375423, 5.4658203125] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.6108247580203586, 'nskip': 1, 'w1': 14, 'w2': 24}. 
[I 2021-06-19 13:41:48,594] Trial 532 finished with values: [0.2336153003953776, 2.555631637573242] and parameters: {'checks': 40, 'trees': 1, 'n_ratio': 0.7815688639630782, 'nskip': 10, 'w1': 22, 'w2': 24}. 
[I 2021-06-19 13:41:51,118] Trial 533 finished with values: [0.2444767837673123, 2.520947217941284] and parameters: {'checks': 0, 'trees': 1, 'n_ratio': 0.603627004462215, 'nskip': 10, 'w1': 30, 'w2': 25}. 
[I 2021-06-19 13:41:53,845] Trial 534 finished with values: [0.336865303169085, 2.7247159481048584] and parameters: {'checks': 10, 'trees': 9, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 10, 'w2': 3}. 
[I 2021-06-19 13:41:56,374] Trial 535 finished with values: [0.23497961022515718, 2.525773525238037] and parameters: {'checks': 20, 'trees': 5, 'n_ratio': 0.6314256997385901, 'nskip': 10, 'w1': 14, 'w2': 24}. 
[I 2021-06-19 13:41:59,067] Trial 536 finished with values: [0.31384086128891214, 2.690112829208374] and parameters: {'checks': 20, 'trees': 7, 'n_ratio': 0.7815688639630782, 'nskip': 10, 'w1': 12, 'w2': 1}. 
[I 2021-06-19 13:42:01,645] Trial 537 finished with values: [0.23558300780785113, 2.574997663497925] and parameters: {'checks': 10, 'trees': 5, 'n_ratio': 0.603627004462215, 'nskip': 10, 'w1': 8, 'w2': 26}. 
[I 2021-06-19 13:42:01,853] Trial 538 finished with values: [inf, inf] and parameters: {'checks': 20, 'trees': 9, 'n_ratio': 0.41276258204159855, 'nskip': 10, 'w1': 14, 'w2': 26}. 
[I 2021-06-19 13:42:04,611] Trial 539 finished with values: [0.23157222187765727, 2.753798484802246] and parameters: {'checks': 20, 'trees': 9, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 23, 'w2': 26}. 
[I 2021-06-19 13:42:07,233] Trial 540 finished with values: [0.2348567003206895, 2.618283987045288] and parameters: {'checks': 20, 'trees': 9, 'n_ratio': 0.603627004462215, 'nskip': 10, 'w1': 30, 'w2': 26}. 
[I 2021-06-19 13:42:09,917] Trial 541 finished with values: [0.23054892167032073, 2.6813066005706787] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.7492482924832433, 'nskip': 10, 'w1': 23, 'w2': 24}. 
[I 2021-06-19 13:42:12,555] Trial 542 finished with values: [0.22812163954342, 2.6356348991394043] and parameters: {'checks': 20, 'trees': 9, 'n_ratio': 0.775837870117549, 'nskip': 10, 'w1': 23, 'w2': 25}. 
[I 2021-06-19 13:42:15,163] Trial 543 finished with values: [0.2321462907669816, 2.604541778564453] and parameters: {'checks': 50, 'trees': 1, 'n_ratio': 0.8047024443354969, 'nskip': 10, 'w1': 30, 'w2': 26}. 
[I 2021-06-19 13:42:17,922] Trial 544 finished with values: [0.2341383083013384, 2.756343126296997] and parameters: {'checks': 20, 'trees': 7, 'n_ratio': 0.603627004462215, 'nskip': 10, 'w1': 24, 'w2': 26}. 
[I 2021-06-19 13:42:20,485] Trial 545 finished with values: [0.28288387076455296, 2.561058521270752] and parameters: {'checks': 20, 'trees': 3, 'n_ratio': 0.7492482924832433, 'nskip': 10, 'w1': 14, 'w2': 9}. 
[I 2021-06-19 13:42:23,245] Trial 546 finished with values: [0.23543151550298635, 2.757080316543579] and parameters: {'checks': 70, 'trees': 2, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 14, 'w2': 25}. 
[I 2021-06-19 13:42:25,842] Trial 547 finished with values: [0.23082309019236436, 2.5937952995300293] and parameters: {'checks': 50, 'trees': 4, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 26, 'w2': 26}. 
[I 2021-06-19 13:42:29,264] Trial 548 finished with values: [0.28016520981093085, 3.419255495071411] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.6415492259649922, 'nskip': 4, 'w1': 19, 'w2': 26}. 
[I 2021-06-19 13:42:31,866] Trial 549 finished with values: [0.22963040354643177, 2.5995399951934814] and parameters: {'checks': 20, 'trees': 9, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 30, 'w2': 26}. 
[I 2021-06-19 13:42:34,575] Trial 550 finished with values: [0.23556611996815563, 2.6534032821655273] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.6415492259649922, 'nskip': 10, 'w1': 19, 'w2': 27}. 
[I 2021-06-19 13:42:37,154] Trial 551 finished with values: [0.24389872524162856, 2.575969696044922] and parameters: {'checks': 10, 'trees': 1, 'n_ratio': 0.6415492259649922, 'nskip': 10, 'w1': 6, 'w2': 26}. 
[I 2021-06-19 13:42:37,609] Trial 552 finished with values: [inf, inf] and parameters: {'checks': 20, 'trees': 5, 'n_ratio': 0.5679186587919695, 'nskip': 10, 'w1': 10, 'w2': 27}. 
[I 2021-06-19 13:42:40,403] Trial 553 finished with values: [0.22731910134655992, 2.7900948524475098] and parameters: {'checks': 20, 'trees': 9, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 23, 'w2': 26}. 
[I 2021-06-19 13:42:43,005] Trial 554 finished with values: [0.2298860665999771, 2.5993974208831787] and parameters: {'checks': 20, 'trees': 2, 'n_ratio': 0.9022886149028744, 'nskip': 10, 'w1': 30, 'w2': 25}. 
[I 2021-06-19 13:42:45,773] Trial 555 finished with values: [0.23486517331622386, 2.7657759189605713] and parameters: {'checks': 20, 'trees': 13, 'n_ratio': 0.6059640361538481, 'nskip': 10, 'w1': 23, 'w2': 23}. 
[I 2021-06-19 13:42:48,287] Trial 556 finished with values: [0.23734573923179367, 2.511486053466797] and parameters: {'checks': 10, 'trees': 1, 'n_ratio': 0.7492482924832433, 'nskip': 10, 'w1': 9, 'w2': 25}. 
[I 2021-06-19 13:42:48,652] Trial 557 finished with values: [inf, inf] and parameters: {'checks': 70, 'trees': 9, 'n_ratio': 0.5283552528214042, 'nskip': 10, 'w1': 30, 'w2': 24}. 
[I 2021-06-19 13:42:51,310] Trial 558 finished with values: [0.23417817500714183, 2.6542160511016846] and parameters: {'checks': 50, 'trees': 2, 'n_ratio': 0.7815688639630782, 'nskip': 10, 'w1': 20, 'w2': 23}. 
[I 2021-06-19 13:42:55,353] Trial 559 finished with values: [inf, inf] and parameters: {'checks': 20, 'trees': 5, 'n_ratio': 0.603627004462215, 'nskip': 0, 'w1': 30, 'w2': 26}. 
[I 2021-06-19 13:42:58,031] Trial 560 finished with values: [0.23036102565452568, 2.6735427379608154] and parameters: {'checks': 20, 'trees': 9, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 22, 'w2': 27}. 
[I 2021-06-19 13:43:00,897] Trial 561 finished with values: [0.23717067998280283, 2.863178253173828] and parameters: {'checks': 20, 'trees': 2, 'n_ratio': 0.9413444153212649, 'nskip': 10, 'w1': 14, 'w2': 24}. 
[I 2021-06-19 13:43:01,382] Trial 562 finished with values: [inf, inf] and parameters: {'checks': 50, 'trees': 9, 'n_ratio': 0.603627004462215, 'nskip': 10, 'w1': 23, 'w2': 26}. 
[I 2021-06-19 13:43:04,071] Trial 563 finished with values: [0.2356920994285222, 2.6700797080993652] and parameters: {'checks': 20, 'trees': 9, 'n_ratio': 0.7786293347376096, 'nskip': 10, 'w1': 18, 'w2': 27}. 
[I 2021-06-19 13:43:06,757] Trial 564 finished with values: [0.3103753010573144, 2.6833786964416504] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.603627004462215, 'nskip': 10, 'w1': 22, 'w2': 3}. 
[I 2021-06-19 13:43:09,387] Trial 565 finished with values: [0.2451367944673781, 2.6265909671783447] and parameters: {'checks': 20, 'trees': 7, 'n_ratio': 0.6314256997385901, 'nskip': 9, 'w1': 29, 'w2': 24}. 
[I 2021-06-19 13:43:11,937] Trial 566 finished with values: [0.23425008206958386, 2.5468361377716064] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.7039382016603601, 'nskip': 10, 'w1': 24, 'w2': 26}. 
[I 2021-06-19 13:43:14,589] Trial 567 finished with values: [0.23561654102662674, 2.6490447521209717] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 18, 'w2': 25}. 
[I 2021-06-19 13:43:17,998] Trial 568 finished with values: [0.2774811916467571, 3.4067654609680176] and parameters: {'checks': 70, 'trees': 1, 'n_ratio': 0.8047024443354969, 'nskip': 4, 'w1': 22, 'w2': 26}. 
[I 2021-06-19 13:43:20,763] Trial 569 finished with values: [0.22886054421015825, 2.7620606422424316] and parameters: {'checks': 50, 'trees': 12, 'n_ratio': 0.7492482924832433, 'nskip': 10, 'w1': 30, 'w2': 26}. 
[I 2021-06-19 13:43:29,691] Trial 570 finished with values: [0.3196108486003162, 8.924999237060547] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.7044121314824888, 'nskip': 0, 'w1': 23, 'w2': 26}. 
[I 2021-06-19 13:43:29,873] Trial 571 finished with values: [inf, inf] and parameters: {'checks': 20, 'trees': 12, 'n_ratio': 0.36917163716409274, 'nskip': 3, 'w1': 22, 'w2': 24}. 
[I 2021-06-19 13:43:32,690] Trial 572 finished with values: [0.2425344665526295, 2.8024024963378906] and parameters: {'checks': 50, 'trees': 9, 'n_ratio': 0.8685044539162621, 'nskip': 10, 'w1': 3, 'w2': 26}. 
[I 2021-06-19 13:43:35,221] Trial 573 finished with values: [0.24084609026763598, 2.52750563621521] and parameters: {'checks': 10, 'trees': 1, 'n_ratio': 0.6459572122253778, 'nskip': 10, 'w1': 10, 'w2': 23}. 
[I 2021-06-19 13:43:37,905] Trial 574 finished with values: [0.23577745749767623, 2.6820602416992188] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 22, 'w2': 23}. 
[I 2021-06-19 13:43:40,472] Trial 575 finished with values: [0.23658017517570987, 2.564202070236206] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.7815688639630782, 'nskip': 10, 'w1': 23, 'w2': 28}. 
[I 2021-06-19 13:43:43,160] Trial 576 finished with values: [0.2303599659865214, 2.685136556625366] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.603627004462215, 'nskip': 10, 'w1': 24, 'w2': 25}. 
[I 2021-06-19 13:43:45,797] Trial 577 finished with values: [0.23966469012763017, 2.6345789432525635] and parameters: {'checks': 20, 'trees': 12, 'n_ratio': 0.7815688639630782, 'nskip': 10, 'w1': 6, 'w2': 25}. 
[I 2021-06-19 13:43:48,334] Trial 578 finished with values: [0.23889576852253722, 2.534043788909912] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.6415492259649922, 'nskip': 10, 'w1': 19, 'w2': 23}. 
[I 2021-06-19 13:43:50,986] Trial 579 finished with values: [0.2385655797185172, 2.649233341217041] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.603627004462215, 'nskip': 10, 'w1': 8, 'w2': 26}. 
[I 2021-06-19 13:43:54,011] Trial 580 finished with values: [0.23681770565476343, 3.0217511653900146] and parameters: {'checks': 20, 'trees': 9, 'n_ratio': 0.986825769442198, 'nskip': 10, 'w1': 23, 'w2': 25}. 
[I 2021-06-19 13:43:56,792] Trial 581 finished with values: [0.23106136250146345, 2.7783946990966797] and parameters: {'checks': 30, 'trees': 9, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 23, 'w2': 26}. 
[I 2021-06-19 13:43:59,797] Trial 582 finished with values: [0.23328701251052608, 3.0019187927246094] and parameters: {'checks': 20, 'trees': 4, 'n_ratio': 0.9981327977109651, 'nskip': 10, 'w1': 26, 'w2': 26}. 
[I 2021-06-19 13:44:02,633] Trial 583 finished with values: [0.23883452910250685, 2.8333544731140137] and parameters: {'checks': 10, 'trees': 9, 'n_ratio': 0.7044121314824888, 'nskip': 9, 'w1': 8, 'w2': 26}. 
[I 2021-06-19 13:44:05,276] Trial 584 finished with values: [0.2312553191545443, 2.6394665241241455] and parameters: {'checks': 20, 'trees': 9, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 26, 'w2': 26}. 
[I 2021-06-19 13:44:08,098] Trial 585 finished with values: [0.2764954222344263, 2.8190016746520996] and parameters: {'checks': 50, 'trees': 9, 'n_ratio': 0.8047024443354969, 'nskip': 10, 'w1': 22, 'w2': 9}. 
[I 2021-06-19 13:44:10,681] Trial 586 finished with values: [0.2419141864291961, 2.579991579055786] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.687766025674927, 'nskip': 10, 'w1': 3, 'w2': 25}. 
[I 2021-06-19 13:44:13,385] Trial 587 finished with values: [0.23266385562341418, 2.7014174461364746] and parameters: {'checks': 50, 'trees': 1, 'n_ratio': 0.7815688639630782, 'nskip': 10, 'w1': 30, 'w2': 28}. 
[I 2021-06-19 13:44:16,490] Trial 588 finished with values: [0.2601326802722865, 3.1023495197296143] and parameters: {'checks': 20, 'trees': 13, 'n_ratio': 0.7492482924832433, 'nskip': 6, 'w1': 26, 'w2': 26}. 
[I 2021-06-19 13:44:19,117] Trial 589 finished with values: [0.2291914533397418, 2.623596668243408] and parameters: {'checks': 20, 'trees': 12, 'n_ratio': 0.7039382016603601, 'nskip': 10, 'w1': 30, 'w2': 26}. 
[I 2021-06-19 13:44:21,809] Trial 590 finished with values: [0.23820022736242502, 2.6891028881073] and parameters: {'checks': 20, 'trees': 9, 'n_ratio': 0.5803545225001887, 'nskip': 10, 'w1': 11, 'w2': 23}. 
[I 2021-06-19 13:44:24,420] Trial 591 finished with values: [0.22934807932975848, 2.608649253845215] and parameters: {'checks': 50, 'trees': 4, 'n_ratio': 0.7492482924832433, 'nskip': 10, 'w1': 23, 'w2': 26}. 
[I 2021-06-19 13:44:27,169] Trial 592 finished with values: [0.26226716716272347, 2.746227741241455] and parameters: {'checks': 20, 'trees': 10, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 23, 'w2': 17}. 
[I 2021-06-19 13:44:31,422] Trial 593 finished with values: [0.2948437952398077, 4.2498040199279785] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.7044121314824888, 'nskip': 2, 'w1': 17, 'w2': 26}. 
[I 2021-06-19 13:44:34,171] Trial 594 finished with values: [0.23227568244683788, 2.745804786682129] and parameters: {'checks': 20, 'trees': 12, 'n_ratio': 0.7815688639630782, 'nskip': 10, 'w1': 22, 'w2': 24}. 
[I 2021-06-19 13:44:36,818] Trial 595 finished with values: [0.23077901625044958, 2.6447572708129883] and parameters: {'checks': 20, 'trees': 9, 'n_ratio': 0.775837870117549, 'nskip': 10, 'w1': 22, 'w2': 25}. 
[I 2021-06-19 13:44:39,526] Trial 596 finished with values: [0.23736809265196576, 2.7042009830474854] and parameters: {'checks': 20, 'trees': 1, 'n_ratio': 0.6314256997385901, 'nskip': 10, 'w1': 14, 'w2': 24}. 
[I 2021-06-19 13:44:42,072] Trial 597 finished with values: [0.2399734309217669, 2.543163776397705] and parameters: {'checks': 10, 'trees': 1, 'n_ratio': 0.6287743739099865, 'nskip': 10, 'w1': 30, 'w2': 23}. 
[I 2021-06-19 13:44:44,824] Trial 598 finished with values: [0.2944911755318777, 2.7489287853240967] and parameters: {'checks': 20, 'trees': 14, 'n_ratio': 0.603627004462215, 'nskip': 10, 'w1': 21, 'w2': 7}. 
[I 2021-06-19 13:44:47,441] Trial 599 finished with values: [0.23098329105989546, 2.6145119667053223] and parameters: {'checks': 50, 'trees': 9, 'n_ratio': 0.7044121314824888, 'nskip': 10, 'w1': 30, 'w2': 26}. 
[I 2021-06-19 13:46:01,376] Trial 600 finished with values: [0.230331037113997, 2.5777411460876465] and parameters: {'checks': 100, 'trees': 1, 'n_ratio': 0.7492482924832433, 'nskip': 10, 'w1': 30, 'w2': 25}.

Find your images and video at /data/outputs/video_optimization/result_600_0.230331037113997_2.5777411460876465.mp4

df = study.trials_dataframe()
df.to_csv('optuna_results.csv') # 一番良いスコア